{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "contained-daniel",
   "metadata": {},
   "outputs": [],
   "source": [
    "from lxmert.lxmert.src.modeling_frcnn import GeneralizedRCNN\n",
    "import lxmert.lxmert.src.vqa_utils as utils\n",
    "from lxmert.lxmert.src.processing_image import Preprocess\n",
    "from transformers import LxmertTokenizer\n",
    "from lxmert.lxmert.src.huggingface_lxmert import LxmertForQuestionAnswering\n",
    "from lxmert.lxmert.src.lxmert_lrp import LxmertForQuestionAnswering as LxmertForQuestionAnsweringLRP\n",
    "from tqdm import tqdm\n",
    "from lxmert.lxmert.src.ExplanationGenerator import GeneratorOurs, GeneratorBaselines, GeneratorOursAblationNoAggregation\n",
    "import random\n",
    "import numpy as np\n",
    "import cv2\n",
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import torchvision.transforms as transforms\n",
    "from captum.attr import visualization\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "spread-lyric",
   "metadata": {},
   "outputs": [],
   "source": [
    "OBJ_URL = \"https://raw.githubusercontent.com/airsplay/py-bottom-up-attention/master/demo/data/genome/1600-400-20/objects_vocab.txt\"\n",
    "ATTR_URL = \"https://raw.githubusercontent.com/airsplay/py-bottom-up-attention/master/demo/data/genome/1600-400-20/attributes_vocab.txt\"\n",
    "VQA_URL = \"https://raw.githubusercontent.com/airsplay/lxmert/master/data/vqa/trainval_label2ans.json\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "freelance-communications",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ModelUsage:\n",
    "    def __init__(self, use_lrp=False):\n",
    "        self.vqa_answers = utils.get_data(VQA_URL)\n",
    "\n",
    "        # load models and model components\n",
    "        self.frcnn_cfg = utils.Config.from_pretrained(\"unc-nlp/frcnn-vg-finetuned\")\n",
    "        self.frcnn_cfg.MODEL.DEVICE = \"cuda\"\n",
    "\n",
    "        self.frcnn = GeneralizedRCNN.from_pretrained(\"unc-nlp/frcnn-vg-finetuned\", config=self.frcnn_cfg)\n",
    "\n",
    "        self.image_preprocess = Preprocess(self.frcnn_cfg)\n",
    "\n",
    "        self.lxmert_tokenizer = LxmertTokenizer.from_pretrained(\"unc-nlp/lxmert-base-uncased\")\n",
    "\n",
    "        if use_lrp:\n",
    "            self.lxmert_vqa = LxmertForQuestionAnsweringLRP.from_pretrained(\"unc-nlp/lxmert-vqa-uncased\").to(\"cuda\")\n",
    "        else:\n",
    "            self.lxmert_vqa = LxmertForQuestionAnswering.from_pretrained(\"unc-nlp/lxmert-vqa-uncased\").to(\"cuda\")\n",
    "\n",
    "        self.lxmert_vqa.eval()\n",
    "        self.model = self.lxmert_vqa\n",
    "\n",
    "        # self.vqa_dataset = vqa_data.VQADataset(splits=\"valid\")\n",
    "\n",
    "    def forward(self, item):\n",
    "        URL, question = item\n",
    "        \n",
    "        self.image_file_path = URL\n",
    "\n",
    "        # run frcnn\n",
    "        images, sizes, scales_yx = self.image_preprocess(URL)\n",
    "        output_dict = self.frcnn(\n",
    "            images,\n",
    "            sizes,\n",
    "            scales_yx=scales_yx,\n",
    "            padding=\"max_detections\",\n",
    "            max_detections= self.frcnn_cfg.max_detections,\n",
    "            return_tensors=\"pt\"\n",
    "        )\n",
    "        inputs = self.lxmert_tokenizer(\n",
    "            question,\n",
    "            truncation=True,\n",
    "            return_token_type_ids=True,\n",
    "            return_attention_mask=True,\n",
    "            add_special_tokens=True,\n",
    "            return_tensors=\"pt\"\n",
    "        )\n",
    "        self.question_tokens = self.lxmert_tokenizer.convert_ids_to_tokens(inputs.input_ids.flatten())\n",
    "        self.text_len = len(self.question_tokens)\n",
    "        # Very important that the boxes are normalized\n",
    "        normalized_boxes = output_dict.get(\"normalized_boxes\")\n",
    "        features = output_dict.get(\"roi_features\")\n",
    "        self.image_boxes_len = features.shape[1]\n",
    "        self.bboxes = output_dict.get(\"boxes\")\n",
    "        self.output = self.lxmert_vqa(\n",
    "            input_ids=inputs.input_ids.to(\"cuda\"),\n",
    "            attention_mask=inputs.attention_mask.to(\"cuda\"),\n",
    "            visual_feats=features.to(\"cuda\"),\n",
    "            visual_pos=normalized_boxes.to(\"cuda\"),\n",
    "            token_type_ids=inputs.token_type_ids.to(\"cuda\"),\n",
    "            return_dict=True,\n",
    "            output_attentions=False,\n",
    "        )\n",
    "        return self.output\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "impaired-furniture",
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_image_vis(image_file_path, bbox_scores):\n",
    "    bbox_scores = image_scores\n",
    "    _, top_bboxes_indices = bbox_scores.topk(k=1, dim=-1)\n",
    "    img = cv2.imread(image_file_path)\n",
    "    mask = torch.zeros(img.shape[0], img.shape[1])\n",
    "    for index in range(len(bbox_scores)):\n",
    "        [x, y, w, h] = model_lrp.bboxes[0][index]\n",
    "        curr_score_tensor = mask[int(y):int(h), int(x):int(w)]\n",
    "        new_score_tensor = torch.ones_like(curr_score_tensor)*bbox_scores[index].item()\n",
    "        mask[int(y):int(h), int(x):int(w)] = torch.max(new_score_tensor,mask[int(y):int(h), int(x):int(w)])\n",
    "    mask = (mask - mask.min()) / (mask.max() - mask.min())\n",
    "    mask = mask.unsqueeze_(-1)\n",
    "    mask = mask.expand(img.shape)\n",
    "    img = img * mask.cpu().data.numpy()\n",
    "    cv2.imwrite(\n",
    "            'lxmert/lxmert/experiments/paper/new.jpg', img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "polyphonic-heath",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading configuration file cache\n",
      "loading weights file https://cdn.huggingface.co/unc-nlp/frcnn-vg-finetuned/pytorch_model.bin from cache at /home/hila/.cache/torch/transformers/57f6df6abe353be2773f2700159c65615babf39ab5b48114d2b49267672ae10f.77b59256a4cf8343ae0f923246a81489fc8d82f98d082edc2d2037c977c0d9d0\n",
      "All model checkpoint weights were used when initializing GeneralizedRCNN.\n",
      "\n",
      "All the weights of GeneralizedRCNN were initialized from the model checkpoint at unc-nlp/frcnn-vg-finetuned.\n",
      "If your task is similar to the task the model of the checkpoint was trained on, you can already use GeneralizedRCNN for predictions without further training.\n"
     ]
    }
   ],
   "source": [
    "model_lrp = ModelUsage(use_lrp=True)\n",
    "lrp = GeneratorOurs(model_lrp)\n",
    "baselines = GeneratorBaselines(model_lrp)\n",
    "vqa_answers = utils.get_data(VQA_URL)\n",
    "\n",
    "# baselines.generate_transformer_attr(None)\n",
    "# baselines.generate_attn_gradcam(None)\n",
    "# baselines.generate_partial_lrp(None)\n",
    "# baselines.generate_raw_attn(None)\n",
    "# baselines.generate_rollout(None)\n",
    "\n",
    "image_ids = [\n",
    "    # giraffe\n",
    "    'COCO_val2014_000000185590',\n",
    "    # baseball\n",
    "    'COCO_val2014_000000127510',\n",
    "    # bath\n",
    "    'COCO_val2014_000000324266',\n",
    "    # frisbee\n",
    "    'COCO_val2014_000000200717'\n",
    "]\n",
    "\n",
    "test_questions_for_images = [\n",
    "    ################## paper samples\n",
    "    # giraffe\n",
    "    \"is the animal eating?\",\n",
    "    # baseball\n",
    "    \"did he catch the ball?\",\n",
    "    # bath\n",
    "    \"is the tub white ?\",\n",
    "    # frisbee\n",
    "    \"did the man just catch the frisbee?\"\n",
    "    ################## paper samples\n",
    "]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "contained-capacity",
   "metadata": {},
   "source": [
    "## Examples from paper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "plastic-enough",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0 (0.00)</b></text></td><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0.00</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 69%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 93%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 94%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> animal                    </font></mark><mark style=\"background-color: hsl(120, 75%, 65%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> eating                    </font></mark><mark style=\"background-color: hsl(120, 75%, 50%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 93%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANSWER: no\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "URL = 'lxmert/lxmert/experiments/paper/{0}/{0}.jpg'.format(image_ids[0])\n",
    "R_t_t, R_t_i = lrp.generate_ours((URL, test_questions_for_images[0]), use_lrp=False, normalize_self_attention=True, method_name=\"ours\")\n",
    "image_scores = R_t_i[0]\n",
    "text_scores = R_t_t[0]\n",
    "save_image_vis(URL, image_scores)\n",
    "orig_image = Image.open(model_lrp.image_file_path)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "axs[0].imshow(orig_image);\n",
    "axs[0].axis('off');\n",
    "axs[0].set_title('original');\n",
    "\n",
    "masked_image = Image.open('lxmert/lxmert/experiments/paper/new.jpg')\n",
    "axs[1].imshow(masked_image);\n",
    "axs[1].axis('off');\n",
    "axs[1].set_title('masked');\n",
    "\n",
    "text_scores = (text_scores - text_scores.min()) / (text_scores.max() - text_scores.min())\n",
    "vis_data_records = [visualization.VisualizationDataRecord(text_scores,0,0,0,0,0,model_lrp.question_tokens,1)]\n",
    "visualization.visualize_text(vis_data_records)\n",
    "print(\"ANSWER:\", vqa_answers[model_lrp.output.question_answering_score.argmax()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "fourth-pizza",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0 (0.00)</b></text></td><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0.00</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 66%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> did                    </font></mark><mark style=\"background-color: hsl(120, 75%, 71%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> he                    </font></mark><mark style=\"background-color: hsl(120, 75%, 73%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> catch                    </font></mark><mark style=\"background-color: hsl(120, 75%, 89%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 50%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ball                    </font></mark><mark style=\"background-color: hsl(120, 75%, 55%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 88%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANSWER: yes\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "URL = 'lxmert/lxmert/experiments/paper/{0}/{0}.jpg'.format(image_ids[1])\n",
    "R_t_t, R_t_i = lrp.generate_ours((URL, test_questions_for_images[1]), use_lrp=False, normalize_self_attention=True, method_name=\"ours\")\n",
    "image_scores = R_t_i[0]\n",
    "text_scores = R_t_t[0]\n",
    "save_image_vis(URL, image_scores)\n",
    "orig_image = Image.open(model_lrp.image_file_path)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "axs[0].imshow(orig_image);\n",
    "axs[0].axis('off');\n",
    "axs[0].set_title('original');\n",
    "\n",
    "masked_image = Image.open('lxmert/lxmert/experiments/paper/new.jpg')\n",
    "axs[1].imshow(masked_image);\n",
    "axs[1].axis('off');\n",
    "axs[1].set_title('masked');\n",
    "\n",
    "text_scores = (text_scores - text_scores.min()) / (text_scores.max() - text_scores.min())\n",
    "vis_data_records = [visualization.VisualizationDataRecord(text_scores,0,0,0,0,0,model_lrp.question_tokens,1)]\n",
    "visualization.visualize_text(vis_data_records)\n",
    "print(\"ANSWER:\", vqa_answers[model_lrp.output.question_answering_score.argmax()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "quick-trace",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0 (0.00)</b></text></td><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0.00</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 87%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 89%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 50%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> tub                    </font></mark><mark style=\"background-color: hsl(120, 75%, 73%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> white                    </font></mark><mark style=\"background-color: hsl(120, 75%, 73%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 87%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANSWER: yes\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "URL = 'lxmert/lxmert/experiments/paper/{0}/{0}.jpg'.format(image_ids[2])\n",
    "R_t_t, R_t_i = lrp.generate_ours((URL, test_questions_for_images[2]), use_lrp=False, normalize_self_attention=True, method_name=\"ours\")\n",
    "image_scores = R_t_i[0]\n",
    "text_scores = R_t_t[0]\n",
    "save_image_vis(URL, image_scores)\n",
    "orig_image = Image.open(model_lrp.image_file_path)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "axs[0].imshow(orig_image);\n",
    "axs[0].axis('off');\n",
    "axs[0].set_title('original');\n",
    "\n",
    "masked_image = Image.open('lxmert/lxmert/experiments/paper/new.jpg')\n",
    "axs[1].imshow(masked_image);\n",
    "axs[1].axis('off');\n",
    "axs[1].set_title('masked');\n",
    "\n",
    "text_scores = (text_scores - text_scores.min()) / (text_scores.max() - text_scores.min())\n",
    "vis_data_records = [visualization.VisualizationDataRecord(text_scores,0,0,0,0,0,model_lrp.question_tokens,1)]\n",
    "visualization.visualize_text(vis_data_records)\n",
    "print(\"ANSWER:\", vqa_answers[model_lrp.output.question_answering_score.argmax()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "defensive-midwest",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0 (0.00)</b></text></td><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0.00</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 80%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> did                    </font></mark><mark style=\"background-color: hsl(120, 75%, 91%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 82%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> man                    </font></mark><mark style=\"background-color: hsl(120, 75%, 78%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> just                    </font></mark><mark style=\"background-color: hsl(120, 75%, 50%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> catch                    </font></mark><mark style=\"background-color: hsl(120, 75%, 87%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 91%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> fr                    </font></mark><mark style=\"background-color: hsl(120, 75%, 94%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 85%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##bee                    </font></mark><mark style=\"background-color: hsl(120, 75%, 53%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 92%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANSWER: no\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "URL = 'lxmert/lxmert/experiments/paper/{0}/{0}.jpg'.format(image_ids[3])\n",
    "R_t_t, R_t_i = lrp.generate_ours((URL, test_questions_for_images[3]), use_lrp=False, normalize_self_attention=True, method_name=\"ours\")\n",
    "image_scores = R_t_i[0]\n",
    "text_scores = R_t_t[0]\n",
    "save_image_vis(URL, image_scores)\n",
    "orig_image = Image.open(model_lrp.image_file_path)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "axs[0].imshow(orig_image);\n",
    "axs[0].axis('off');\n",
    "axs[0].set_title('original');\n",
    "\n",
    "masked_image = Image.open('lxmert/lxmert/experiments/paper/new.jpg')\n",
    "axs[1].imshow(masked_image);\n",
    "axs[1].axis('off');\n",
    "axs[1].set_title('masked');\n",
    "\n",
    "text_scores = (text_scores - text_scores.min()) / (text_scores.max() - text_scores.min())\n",
    "vis_data_records = [visualization.VisualizationDataRecord(text_scores,0,0,0,0,0,model_lrp.question_tokens,1)]\n",
    "visualization.visualize_text(vis_data_records)\n",
    "print(\"ANSWER:\", vqa_answers[model_lrp.output.question_answering_score.argmax()])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "clear-calgary",
   "metadata": {},
   "source": [
    "## Examples from online pictures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "accessory-technology",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0 (0.00)</b></text></td><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0.00</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 50%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> where                    </font></mark><mark style=\"background-color: hsl(120, 75%, 91%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 89%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 66%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> knife                    </font></mark><mark style=\"background-color: hsl(120, 75%, 86%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 87%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANSWER: in hand\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "URL = \"https://vqa.cloudcv.org/media/val2014/COCO_val2014_000000549112.jpg\"\n",
    "\n",
    "question =  'where is the knife?'\n",
    "\n",
    "# save image to experiments folder\n",
    "im = Image.open(requests.get(URL, stream=True).raw)\n",
    "im.save('lxmert/lxmert/experiments/paper/online_image.jpg', 'JPEG')\n",
    "URL = 'lxmert/lxmert/experiments/paper/online_image.jpg'\n",
    "\n",
    "R_t_t, R_t_i = lrp.generate_ours((URL, question), use_lrp=False, normalize_self_attention=True, method_name=\"ours\")\n",
    "image_scores = R_t_i[0]\n",
    "text_scores = R_t_t[0]\n",
    "save_image_vis(URL, image_scores)\n",
    "orig_image = Image.open(model_lrp.image_file_path)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "axs[0].imshow(orig_image);\n",
    "axs[0].axis('off');\n",
    "axs[0].set_title('original');\n",
    "\n",
    "masked_image = Image.open('lxmert/lxmert/experiments/paper/new.jpg')\n",
    "axs[1].imshow(masked_image);\n",
    "axs[1].axis('off');\n",
    "axs[1].set_title('masked');\n",
    "\n",
    "text_scores = (text_scores - text_scores.min()) / (text_scores.max() - text_scores.min())\n",
    "vis_data_records = [visualization.VisualizationDataRecord(text_scores,0,0,0,0,0,model_lrp.question_tokens,1)]\n",
    "visualization.visualize_text(vis_data_records)\n",
    "print(\"ANSWER:\", vqa_answers[model_lrp.output.question_answering_score.argmax()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "dried-coral",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0 (0.00)</b></text></td><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0.00</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 50%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> how                    </font></mark><mark style=\"background-color: hsl(120, 75%, 52%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> many                    </font></mark><mark style=\"background-color: hsl(120, 75%, 62%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> sandwiches                    </font></mark><mark style=\"background-color: hsl(120, 75%, 89%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 89%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANSWER: 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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37IQ2znFhTlZlu72h63Y0wTGftbSNxwtoyeQ0gBaaeSAETxMjJRdQIYijbc2azdlgmGEY2KI0TcNi0eK9q8rMocks9u76Gd12g+YBJ7ZBZlE6VXYps0uJrhSGas24ojTOEdy4QdSFYsYNKmbpBIJtXK4g3jFfzFmdntAsm+nelZIM4y+KUyG6gA+2yEeFDJ+90oVRJjIp9zg/WmZufPP4g590XWuBOlurt6/leYWqL4D2nlfs+hyk8Uksd7wZ9dsvsKy02neKeTIUtXWDoEj1bupntFpuUKGqw2NUXVIfo4L0IjhvxxvP9fmN1F42z/XYIBsV64TtcmTVF5kuyTk7fkU7pmu0c7W4RSmZgy17dC/RCR75hNGpo8I9eFrPm+iTtVoNtNHwOL5Xoy6ZNr3nNuAfxtZ9eY803aNpRrft6DZrWh8p3tWdspiCrWY+OdvfySalUGyx1q3RFXe0C1dBogYOqLu5OMTr6J8YEF+VLlU5TztrBdjV9D+pKF3KePGmWHUUiFIXSBVqLTgG0IFn244nnRJDj3Pm/u9yot/scLs9H2chRGEY0mTJpJxxTsi5sOv2iILPnpMh0V8WtieF1+9+idWixYdANwzstpmiGe+ENnia4NCS6HYbpCRCiLRBaAO0DsP2C8QgtK0jBof1pxQGUVqZ4b1jFhXVRCKjuUdzTxh2SLelpB7NA+SBkhP7VNgMic2Q6UohlUwpBiEEUVontN4THIxBDBFzIfEe72A5s01DBTKeOF/QzFoohWHoTRZyQetmbFCGTpbNMV6nP5R4/ijHbVyRCVc8nNmkaF+A241y/esZk6v6w33arDZAjpTjeM52JTpZiqObnkshFzNqDsdhwtWzKmXS28dncsBZLZ4lBm3lTHFqENqIaz93C0Xss0KFapyzeXV1M5MjpXVkYY+Hk4ojixys/vEKnd6+ZntZx8u161GZZuPocqZjjkG/W8ZtHc5ZYNcOe4AUXiQPz+O3f6O5Dj+gMWVHzomclX4/0LUD4j0qjkIhJ3OrQwi48eKLkrOa2T1iMlKDFVRXpUZGvTe3SW1mDHPF/lXhE1aujBCVmNLf7fc4hZTEnvvIkDMl7SnDgJdC9AcXZHSLgnPM2pYYBi63iS22i4p41GVczpC37NYDs6YlZ8OgnPekfiAGT+MdRAtuzP2MlAvP1jekYYcIxHaGE0/KGe+dYXMhmHUeoOx7Lp48JufEvIn4/h7zszsm4FoQJ2QnpK5BYgRxZFX6vielRPQeDRakGoae0u/Rbsf24hn95oqh78nDwJAy+5TZDAPbIVN8Y1hhTibcRQheaaKnDaZcsyRKESgmfG0TuHun5fWHS1arOV0fuNgk1vtC3+3RbJvSuAFrOUAJOgZRyhhMOV4Qn6Xi1QliKEVx7tiSHS3YT57fLfhAb78On+5uf7qCPdhQIwwBFa7QMWAG1PiJqE6qyH6iIFXZjO7yuF5KsSDpZFePLrQa8wU5/nULzh4U3sHbcerIZTReRijgts6d1md1vUsxRW2xHf+Jb6gefmjUC9TNaFSOOs53laOSsynzWxsONWjNiLnUa5ym/vA4modq0GKsCyF4h/OOrFSP7cVK9tMU7G9aIE2z0mnCa6bvB663W5z3BB8QUdLQsV6vmc/ntG1L1w/s93tSsiCZ9462bSr9xN0STPGKCybsqop4o7GMUdqi4Oru6CrWiJQaRTQFtFmvufn4Mal8d6K3KIXFasG9Ow85Pz+rVJnRMhGcemJoWc1XvH6mzEKPise7gPMeJ5B2e3wnhCD46GhmzUSTyiXhvbfgoPMUgeSE4jw+mtIy6kuDEnDBEZs5sQjtbEEzb/B5QLc9zy6ecXl5wSoqi+19lndPmAN9t0HJBOfovTfLRS0QllIipYRHUC3k3JNLYhgUUs/VPnPx5Jq+M+U8FGWbYZugiKdpGsi5LjB7eO9om4Z59Ch5wgO9F1bLwOsPFrz5YMaD+3PifMbTi8L1dk+/2TL0iazlCLM12Tl2O8ux8Orx8vvslO5t7NXwTjlyFUu9nimIonrr8SJK2DieR07k6I3JVR0n6lO0sZZCUgVul/SwtVSpVSMGeYR9ji5+UFcpmwcNKgJaBBlfFvM1Jwy2fPK6RvNUqpVqeu0Ii60K0rkDXqpFSZorRVCREJBSf2vCRce7b5uD/aZOTIXRItZxqsYA8ORF6RTLKOPcihyr9en8Raq1i8EuWi/BCYRggfTgMcMvQ18OECj8xi3b58fLla4qufIsh75nO1wiCMvVirYJDPue3XqLpkz0nn6/o9vt6LqOrhtoYuT+g3s07QwvFXscd2Kn+HrTRuw2eIf3ru7S4F3lFI6YlhthCcNm97s966fP6LdXMLpYTkh373E6PwNVw+r0sMhUjb+4XEQelCUPz2bMYiAEZw9Rrq86Pvzwgv1+T1e2ZslXH6hPA+SEz4O5as4zFGHdJWYhcnZ6x7i0QaBAcUJwZhlHD8tFQxiUbpNZX17w+IMP2MXCG7OChg3eC013Q6rW+pAzKSfIZjlMvNxsQUnVjJIpCIinH2bsNwOpQiKlFFKl1ogPFpUeBrQUvKFztC6wCA1NcPRF8bllFuHumeON1xteuxc5XwrOd6Qhk/bKfnPN9nrNMGQGbnNOb8nkuGrk2F03TD6EH+Bo/YiH6uGcSqVvHfNV9Ujx3rLcqyx9gq9sR50ex4rrllLmgOl+mg08WnZFy/RJoP6mq+r2cCSVg5JxAsELOJ2sT1OWSslCSkybzHHU/fkN5QBJ2Jo1RoIz5VjN5FtBOIs0TzCGGQdaIasRkjA1ObKebiEGYlx+1OiLn8SsHcekjdES1uPN5XCwOjujl1y97BrQCx5CMHaSeTkK6ux8SkFLRstzhYT/BsbLYhYvlXpBblksuR9omobcDwwl0+/3LOdzcz1y5nS5xAt4gUW7YLffUVKmCZHoZZpoY77kQ2SwAtbBiyVS2G0hCHgZd29BK3nd4yhaSP3A+vqa7c0l0y4vQvQN6WE/7X7jJIw7YYieWes5yZ7oIqt5S2yEEKD1wukC2lBYb7YoNYjgHSFERPwEi9gCdVxsBp5c7zhfLvjcO29wdnaGCw4KeCfkEmhmc87PFtw9X9HqjPWw5eKjwu7miqwd2wcr9nfnLMUhWnBloJQeUkKO3CqtXNuS1RSu5nqOBVGPSw6f8y1ka3QLnXOklCgp22KseFcUR+M8wQkDjnlUHt5Z8NbDyMN7SoyFnLZ0fWAzZC5vBm42e7bdQMlK0kPk/nkjoEhF2WqgNMYZbTNjsVzQtrO/QVH+0Y2RQzo+f56FMHpqI93peJORow1FJheX+veRUpoCawfLsX7qk+eDUe+0GirHcjxtbjKqxcMxRCqGWipG6ir0UN3rIr5CKgd1IocTf05ZOIqO8IsQg8d5d7hO0QmxcL4mzahxaTWpeVQopXjUCyNNZHTtX+TtHG/M9s8tDGf6venMx9eO78kRFuvkEDmyeTS+cQyC9xYoHD27UmGRUgr59l73wvvz/BgDnmb1f3qy70uVro8Nkr3dXOcINdgioqScWSzmzOczrq+v0Dzgo0PzwOlqgfMN6UmH5t6w1RANN62nW5yvVLDRNfF4P04EZAHnR7qYcRZ1DKjJqKxtIlPK0wyJQE49QqqC4fGuMFobCsxnkbMlRG+WahsDMY5K17OYt5yfn6HFMm+8t8SNMWPG+Tjt3CqOzS7x7HpLbDx3z1dE7xk0EwGRwHwuJFVWywVnJ0tmQNzteLRY4byn2w5s9z0MPT4IUnokD2jukJJwlZdZSrGEDi0UNStoxEoH5/AIrQiz4Im+0AfjJSNK00QkeFLX28K03DDjqWKL1QfPKs44P/W89dqKB6eOyJa+V4bcsOsdF9vC0y3skkOiJXY4TYdgQzEIQcXOqzilXZ3z1ue+zNnZHajuofdCbD5LS/dY5cnoRU+W2uh9mTehk7U7Ggq3ExtGZXUAEuXWe+OzY8VbmQHPoZ3HSlWYUg8Om9nRrnb45uH3LBgF4sb1cHD7zWAB/4IEj+dOdLITTemWo3V67MIbm0HVIMBxPYtz5Oc8BqZ2hAY5VIylat8yPR0Df8csBwVEJyLZrTm6heM+/x1uU8ScE8QLMTi8E1zNDVAVVIVcLCalo2dyW8PfghXGn3XOE6LRPg+byG3P5vnxcqUbDFw2DNYTvOF84gOl7h2m8AwbcWKAdNtEumHg7GyFo5CHDj/zhCBIzeyhpgt6p3gHzvV4b0R8VOiSw7liASjx4H1VvB6cRxzMlgvu3L9Pa2TVaTZOzk4rDuvwlaQ9XZN3LOYtop5ZC5TMrPE00TaV6Gvqoo8WcKqQBd4hI27lAkWFVIw43s4jJycNSTNRCq7vCbng24hvGlQ8uetIqSMPGWLEhYAPLYhjlxLrXU/fZ5gFKIpaRi8UQdRVwVRjB2ixN7VecLGF5rXQiLKaRZYz2JNxnWW4zeOCPg/VKq47sSYiipdCIeOblpOzFQ/uzFgsAvuS2KZgXk0RtoNwud9z3e3Bt8xXYcLbRpzSICTACyEGlqd3+NLP/Hbe/MJPs1wscUNH6vcoma5/vtHyj2/cWhNyrHiYAlPHXFf7zmHBH7Lpqoc1fvkFv3H8W8Jx2sWLLOLD7zjvnztRqgy++PcQe99SrQ+/PSqfA+NiZAEd2WvHePPR9z3cyhyUUXk+P4F6CEwioCL2KFo34tsbzIGz+5zNqMeq8/YsCabcRaWuC3vd1Y1AayDw1pRUs3r0Vr2v6c1AHuEEqAlDhhtDpazVdOTp1PT2fHkfiO2MGFvzkvRAJdSXABMvVboxFIIziokXQZ3SNMJy0YDz5L6n7/e0EU6XEe+FoVNyv2YePGd3VgzdHtEdcy+0MVhigNhC9+NzB4Q8ZWzl4sm0OMWUrvOI9+BChRgALzTnd7i3OkeyWbojF7RtI2fn5zSNKd6JSF2F2QfMohwULR1BhWVc0NZAmKs5+TiHeoP1xVfkXZUh9+y7nn0/MAwJVcOacsnEXAj7hA4Jd7aiCacUirngQ2I/DASEIRsuO1oDu/2eruvJqRBzj0t7Su6QnJFScCWhZajPK4qrYmR3FSQ7VAqNL9ydBZ7O4GYYGHxkNV+RwoxhfY3iUFEcMGsbTr2j5pHhYmB2coqfzVjnxDAEklpKc1boFXoXadqAD5UbPAqamnVSUOarFbPFitPzO9y5/zb33vgC919/k5PFjJCVnAa22zVX15cvE78f+xittMluqjVFjDuK4aaqh0SbmgXoJh7q7WPZOLbIAH0O35VPuqojXvy8RTq+d0zYv029u80gQA9sBJExaHZkRR5rs2OLrhyxJjiCTuyPCn8aLGgrqxgeitG2bp/REewkRwGyw8EPVu/xfN16OnoiYjpBoNRrd96jSOV/H3wHN1r8R/NGtb7HPWDie+iRnSwjxjuewm3lPyUNuYD3AR+bSqMTU/D12p73hI7HS5VuEyB4qgtqOMidBSwXO9uFZ9D32VzFuEWk0J5nSi4sZ0Ib1sgsoyUR4o7gbKe0ghhq2CU1eaF4HFZzIanHa8FJ3UGOrApUcRQgcHJ6xt2TOyxms1s3U0UNqnBKzgOlbr828baBOAe5WMApNQYTqPi6SzvEBbOox9mWg6CXPtPtB7b7PZa16EdDlCKB7B2EBsIMpSFEzzIsaRqPjzOzADChHVM8+66n6wdyUpoyILlHUo/kbO5YGdDSWzBtSpWsaJWCaECdIjqw9IVFCERxtM0Md3rGDs96vwfn0VzwIfDg3in3Z5G83ZJFCG2LhshVduRMJVD60ZBBPTTzBT60UwBD9XY664PX3+Ts3uucnN3j3oM3CKEli6ekjm6zJcxOCY1Hepv/z2oY7DeZZYgz/N1VKAqYglMGx2jNSBwpWceqJSPHy1OET6ieCaOU6X8vMFQnTTjGDJzc/tCoVKQqz1tAhtw2HEeK3ugq33KOb1m6x+urynF5/r0jtTh6SuKm9SGjdodbVw5HSla5NS+3n43yNB6QF4wa0KtetuGnfrJyRywXzEsPYgwfwaxuRMgIlc50uDZTHrcYVsfnDnUjDAHvo7FHQqzHhZGC5+RQG+OTs3AYL1W6ixBZjwC4CzgpuLRFdjeINwuvFcUVxfUmtK0TJDgCBckZL4oLICVDqRlSzuPq7iYCZIcrDeKMZiUAJUH2qHpyBculrodSdzHvheXZkpPVGaiSSzIlUAolJUpOOD3iF45KE8HFiGuXBG1QF9ll6ElED1483is+96ZpnCnViTwtLU0jiF+C96galUVzJmvDvc+9xVtv3KGkjs1uz34YwDmiF0KMBC3IbEbTeKI36yRRsLBDAAkmQA4TkEqMEQVXFYVULLdgeJQRhBwOZeaURSvMQiDFObJYklKhbRqa4JFSmLWR8/Mz7p2fMOx2pFwIizk4s8LVRbwYv9ggFoWiRPGUYEJaqsLNmigCr73zRf6Wn/s9nJ3d4/z8Likr680VT549YXuzxa/m9LkjdZmnFxesd7uXid+PdDiRqQreaEWBYrvobZyUo4Vnr5WDK01VgrdUWn3jSG89BxLwomVpxuDhwFOwtp7DwUEfz+mTrvmouKdATjU4dLQmqwIeU1pvO++H83u+GNGofHwMhEpXK+WYMyyH6xaZAljmC1SFWo2NT0AK069K/brWyznaDOq75mWIYbw1ocGSWKuVPzJLqkHDeI5TkPT2b02/fYTDH8/sCMP42DCbLfAuTLU6Ss6kagSJMyQAqGUOfp1KNzghBiEZtwsVoRsyPu9wbgOiFZe1iZapVJ6jiEEH6m3iXXEgPUUKohGtN7WMFyVlCr6MuPuY3jpyD0dsSkflWTLb3dpuvpaqdDPeeYLzxjvkUEpuDL6BRVudb9AgJIXNfqDr9zQ+cP/1u/g4Y+i2VmzGeXIW+n0iRHMr2sWcmQuG75bMdrtlu76huMDrn/8qX/3iQ4bdFU+ePWOz35FKxiu44Ch9j85a5k1D6wNBjKvYF6FIRHyD8wGSq4LKZIUjhokXrTSxiRh/sNpmTeAuM54Nkc4t0NmMRVJKPsVjQrJcLLhzfka7mjObz8lZKR6yMwxZnLcF1kSLSCfLNkPKgcOqlqSieE7v3uPv+Lv+AG+9+WWiC2x3WzabDdvdmqdPH1VucwB2bLc7UsosFquXid+PdNTlXfWb2YxjKinTJj2qJbn17yFqf6R1jzTsrYDLZFHKAdY8dqdHza2Hf8bF/2kVtG5xaG+pztHyGq+trjHVCpWADx7LGzskOphXfIDfjosajcrVTt4RQkuMHvQoGaZayBPeLZbk5Opa5dZZfpoyGq3Xw3zdGvUlU6iCV6sEos5NBhwY9uBkLDPpJo8AOQ5b3sbpj6GO8Xxl/BtwPrBanhBjO92LMbCdU6rHkOn1YybMi8YPCB+PUf9a8MRF+tLgeqVxPbhUgQ5AHJSKvdY8dnVG6vdeQB0iCaSYgEuYLkDEVcy6Kl1AixhuQjRry3uzOrE0ZOccwzBwdXXF1m2qm5tBIMTIop3RNg1+DDyMjypQTeNpBtjn+nsI6gQ/O+Xk3ueJTYtLHbl0tPMFzkcK0LaBGBqci7TtjKadUUrm2cUFTz7+kN3gOL97j+XJGSkU9kNPQelzQodc60b4qfpajMYBHnJhVzzZNYhaNTarXepQLZTqzqkzypggVTkolq0EUOuZOuFs2bKi5dov8NEjGVbzljfunuGBGD3trEG83WZflCQjtciDOEITrUZuUXrta5DMFsXkihXF+8CXfvq38rnPf42z1Qmb9TWbzTWPHj3i/fffo+972ra1zLkMIo6Tk5OX4l4/6vGCZV1xyTFl3Db/sQTAMZ/1ACMcNOVtnPTIJa/K7HlVI0eAhEzuPre+N2WlTQpaQWtNgFvncXw+B8bCJ2o+ODM07FqOUuOPFNBo9Y8MIYMaLMXfFJCvePbROd66rroXHcMNegTl2NG5law7ze24Ab0QWzhchozU0hrf0dHzddMxJ6Un41w/Z8vLbWx9gifG+6jVuAOadk5sWkuGKpmcy5SkdJy1dlwX+GUJFC/n6TrFB0cRcB68j6jM6XuHDAPOazXxzSpw5eCdqXMTeF6NblQyIgXwFDkufDIC66NQO6ysYMBLrFapFSVQNaU7TtgwDKimuilULCc4mjYQvKsndFC6JrBCIRAby9kOPtA0C7yLLFfnnN57jfliwbC94ebmimZ5xvLkDB8Cy3lEC6RUCKFhPm+rEdCAKut9ZrZYWqp0FUzlUAfC1UpQIg6/nDG/c86yu6EJHtoTsmtAwxSRldHw0mNra9zpFMsgy6AjpcnuXZaENies5mdoNL61Sy1NKTQOlEK2u2LKpWLhhmoYLS7ESGgCqRsMvkl5oqhNgqqFEGf4dsW+h3bX8f773+db3/oWV1dXFKw4j4hxhF3T0MQIwH7/GbIXODJUp6DUqEcPCheoAbSDhaljtS3Vo5Ws03vyKTrDrK7x10cF9PJRdKxmVSG2utYO35NJ2U7XxXiut4uyO/FTeVUrUJ8RV4PGIpb1OXlPB27yZDGX0U1/boM4mtNpOMzSrLx7xCzTl2Gdhyuq3puO9usBcrE9TQ1Kk5GZpOYRj+/rD9Tbh3t+pDSPvzIpzcrFLwqihSH1dF1vRXdUbh3nWJH/upWuF0dbsUXBdhfcDHUz0uARLagfzXqrLIUomk1oAxbMoihFHKINFVHllolfL0xL3R3FkUUoQSxryllg60A4Porg1t3NVUpIjJH5YknTLvBYTVuOCliYQq+YKWKV9nOmkGibSEqFy+s1F+s168tH7K633HstscqF+XJBZo4Au93eShv2RvDvh4GuZIM4cgfa3hIWp5DUujQUAZ3P+fLP/S5+9m/9vSQtOHEsm4B7+j3CN/4cZfsxAx4YGNGykedca0YhagEcy7HJFJnhyQwENn3DdjajXS4RZ8HHUhJhSIRSKGoBTFex2UJVCk7QYHSY2WyJ4CnDlZWaHPZV6XIAx5yjcQ0XH3/Et771TZrouHz2Mfu+wzeB1lmKdcHVjUjZdz1dN7BZf3aYLhx7+qMs1sCTWnZBoVq6oy7SI/f3GCoQOKjoHzyOldSx2r2NIz5/ruP/3NH7ZXr3yHE+bIrVmJFSmQaqpGLexVgNLniTARE3QX4T7elIcUwMIB1n5ejcPmHGe5p2Tjtb2HfFqGfkAe331uHkU6CGkThw+Gnb2A4lfYSsBnV6cUfBTrOWx4L0Is9BMhxvRqMl7FCt1uqEcX9y3kvt3uLEaoyrllteAchhc9DbKfAvGi8PpMWWPhth2DkjQns/Q/slad/gS2+Fb+oeVqROWnUlJuNVR2ynPj5lG5rcrPGzx9bp6NbANKtSaStjVpsPkXYxZ744YdYs0NJDb9bZZOnW44sqfbdnffWMoesRPCKeZtYyO7lL054wb2csT1tE96xi4XwRrVC3KtFBE1vm7RLvPV23x+nAddiThsFau4yppXLAlUcsaHl6yle++NPcuXsXHyNab2j3+HNc7NZcXnwbkX7c2j/VIhqXmuJxKvic2QyZD0XIs5ZArZUbo1mwzk00NLQqcDV32lWrSEOknS15+OBNVqsz9v2aZ08ec3VxyXa9Zug2Rm/LyRZx7rm6esy3vvVL3L93n0XbcHZ2St+NG54nFdh1A/vdnq4bGIY8tZX5LMYYOCnH1uoE51QrhoOFeUgjv50m+8NYbke/euvp8wwGOf7vseJ93lMbNwgm0/ngQE9ZXwZDjeE3Ga85G3TkZOSrlkqBGu0DU0CWLntUdwI38W1HJfWiYRCEGT/uOE1aFU2BpGrV78aN6xPzo7eONUJ/YJdWUGMgOKkK93bm4OGbn7J5iXmZoVZLKwSrjDjV+C4HJax23rkktN8Tam2W2/CBQS0jbn5oHfTC6QF+EGUswUwKndOq+ARpZkh7yrBZIDmZ7SVG4jLO8gGIv3XRqtNuoKq1WNjRLq/H0ws2rza5IzfO104KFPsd4zM6grcJbNqWdr5gvjxj0S4Z+i2lJMqwP8J1zWIMTiyza+jIfUcIDTF6okvk9RNy3zNffZHV8g6r1ZK7Z6/z4MED4sw6IJRScOKJ3qgj221gs73G+6HitHauU7Ch3oWxgHvTNJzfu8/Z2TnBWdYfJbF3Dfsv/QxXv/Tv4dxlpbKVF1CtRyK41LktCJlM5HEvXC7nxm8eenJw5OIsrXpcXaOAcaR4axKIb0945/Nf5otf+Conq3Oyy+w2G7brNdv1ms3mipubNev1DevNDbu+UgjzgNPCvGkREYYQ6fuBfkh03cBut6fvLOKLFmL8Qc71j25MLIFR0WDyqNUtn6zIA+bwaUfiBdrjk2PEfV+EPchzRzo63AuTJkY8XSf7arwozIO0g4wWK0e/qyUh4pEQp+LoTrxVAhux5zo341aveuDfjiwF5ZMu9IHPKxP2e6x0S4i42JC6keP8gjHiu9N+ctsTSEUobjTqyvT5W8ktL/AepiM5R4gNTdNaQS2gNLWIThnrgx8yQEesV44ZLONGNCrauslRZPrVX3dGmhuU6JUgBcThg8PHBrc4Z7haov0NilBE7VEM3y21kdkB4yiVQlEDcmql2Nw0WQfXaErxPbZwvQXoRqV7CFq4iaAcQiS2LW27YHlyznK2ottFhmFHyv1kVYyk6egcszbSzuYU9cxmC05Pzohe6W4uefboPTabHSd377I6P2WTrtm5PYvZOfvdnt1uS/CeJlrjy5ubax59/AG5COfnD3FuZQut6GHXq2u8FLNA4iwSoieKA1EkCzpfMnvwOs18SX/lapU0Z0XBj2oDWNCHShUTcJlM4qrABzki8QSfFU0D2QeDEyoWeYhpjAuiWkheiO2MNz/3JX76Z36O1x6+zaxdgChp6Bn2PX3fsx869l3Hbr9nu12z29+wr/SvGCLRh4lq1nc92+2G7d7KTIISowXyfPjslO7BmhsXa3X2xZjjR/VjDkjCsc48UtbPR2mer9vwonEI7tw64OjY1FO6HWUfs9SceIpm1CqVc+tk6z/j+ikjm8CNrZ+ScddLqQFqh2oAiQYxlJFzfTheKYWUB1AOhs/z0zmpt4Nyep5jLM7hfO0TWI4Uoh6de32qyFGnBttciooVVxI/fVpHY4ExxHt8TsfPbP5CbGjbmVm6clhPzz9KheBUK/2rYvUih43QNiOd4hz11Ql6+LTxAxpTWq+s6J3VQnCBJiheFuzjHfL2I0IR1HuyH6pkFpwOVo8Sh7U/HFC1EnRFIIniFcPOOJj8UqsYTTuws9YwVhvAcNuCgLcUWPG2CczaGSE0zNoFq9Vdzs5eY97O8d6z2TyjDME4rpjCrd4JsWlo5wv65HFuQTs/YTGvtX6vNvSXH7PePWP3pOXR9/461x99heWdt3jy+BGPPvqAtmlQHMOwRzXhNXF+7zX2ww6tpGLVquXU1T5XmazGPnBa3TypWHgwhHY2PyOvzkEiHo+Qrb6wRBChyN5ufklH5J+Ay44nac7V/IRZbMjFWiWFrHg3gK/8vUmgLHhGMYaKb+e89YWf5qe//jt48423OFme0MbWWrfkRFkaRUZTpkuDPYaB6ydP+O4v/1U+ePfbqPfceeMt7r/5Jm2cMTR9TbBJzDxo9LWe8hEH9TMZhwj6GKU+BJ8sRXpUg4d0iQOb4XlF+9IxQgBSk2KmoNCxsnzxAY8xSOe8KS1xuIJVwmICD46urG4OTpBSrfcxPVh8tepSVdxClp6cI841BhnlZIHcqSh4xf9dINvefGu/OYwyBc/lk2+axegMxlOOOQwHC3mcBzdhrIazK5DUrNxJl6v1FZzP24rpVqPm8Hb9XcsNWCxPWCxXtLGdqrXZ56qyxQykMinTTOp7NjfXdPstiNXJbmfzSiPN9MNATrnKkZ39vhbK+rTxUqV7vUto40itWmEHF60Qd2wIsxXDdUQljbeZSSQVZOwEIcZzrXlnR3U3y9H3qMrWLNsx6mq7pZva+pgrYf9aUQ/DZpp2RvAt88WSu3fvc3Z2RnSRkra1BbRx+axttCDO+HhN0zKfL1jfdFzfXDFfRlbLM+7dv89qNme32ULuuFlv2A49Fx9/yP56x83VBbJd022gy9YsL0RPDGYFpDRYy6JakWrEgHTMv1Ot2S3+9lIZN4N2QVicko4M0WmO6kK6jXhZIZwLTvgozyntCaqZnAxCqGVOSMVqVIxFxkvdEhXQ2PDW2z/Fb/n67+H1t95ktZrTBo+QIDncWLc1NGTvaP0eHfY8/v53+Maf+zM8+f53ycOWvt/z9Fd/kY/efJsv/ZbfTlidEdsF86J0+z1DGRhZKCKfXcEbK20ok/dxHNQVZ0HdEc+1Nw6u463xwyje502wozfMwL6Nzx5+clTQglTmwcS+OV4PR6d1bBk7gaxjBqPBg1aeUSbs0Sy62nvM1RKXWo74tTWHTphYRN57a2IqTG43NUisahTCEC255jBMzjJQQqBksa4UqhO1bboPqtNGOAIoGU9WYzWZshw5tNaQQOTgnaiOXTHqC86xPLnDnTsPmM1ntVTrYd6O4b8RKihpYLu+4ermEp865g7r/bfbkFHm5+e4MKcf0tTteoRm9rut4d+fMl4q9Zf7gkfJQZkpBN/gQ2vt1FenbJ/NKOUacIjaDiYTrGAkbOP4WgKFkuvz0VTXWrj8OPvmtmk+CZ6M8ye1LYd1BI5NQ2hmNM2M0/O7nJ7fYT6f43C1KtjIWuDwb6WcNW1ktVxxM9tzdfUx73/wXZy+wTtvv8P911+z1vFeuLy8YrPZU4owDAMhCotFy2w+Y73bm2XuA9vthqurS54+fcr6wR18DaR5b9aFlDGZwKp+OTkqPFKtLC+KxBlxdc4+eDTJQSir9WFzoliKni2STOC9vOBZvGMYcbI2PaUUGhrQyi0sY8DAzqUIFC8szu/yxhe/zNn5GS4r108v2K6vuLm+YL/b0HUdYItVhkK3vubRe9/j8QffR3Zr/NCjqaPRATdkLr711/iz736XB1/4Cndfe4NdSuxVK4NP6pzcLtD94xwjvHXLwZ9kzVWl8zyqOI7naWGfvsAOSvNwDz/140fK+Ra3XGq6uHcVErGzNutKD4p3PBex962pqKuc0h6w7tzBe6i1jA27PCicEbP14RC4FhFyNSCsPGcA/IR7AocatKrEpmU2m00VwcbzUrBkgn1DyTuLKzCyLcbA+6EzxHhZBaEvgvpQ54CJmueqEaM6ZkjaFCiHaQmxYbFcEmNEVEl9R04DQ99NMZZxAlSVkgb2241BZjnVoHM2tpZCt75mt90wXy5pZnPrPafjNVQs/dfLXlj3CS+O0BRmFaswDLVlcXqHTbtC9zeTxIzRTmMUeHBW8Nheq9avM9qTk4PVOwa3DtJY3TxkEqDnZXOshRC8p5kvOD+7y+mde7TzJT4EypDNIq6YsCvmztXkOVQc0XuWyxV375sL1aeN7fo542NktlwSF0uWd18nVFL5zeaG68sLa0UC9ENit+/YbTpS/ojHFxf0XUeMEdS6TKScDhZ+5enO54tbZO7DtVnKYbO6a1lptWCPK1qL/YyYkR4tOtiWho/7lu1ixlkZ0GxUF1RRJ+QEfU70ah2BtUATG87Oz1n4SNTI+lvf4Rvf/g67yyfsttd0+xuGfkcZMI4u1P535n6SLULe9z2l68ALEqxgxzwPsNvw+K/9FZ5871dp7r9GvPuAggcnlUP9GSZHjHGoaT8/xBOc95TsoNyuWnUILR0Uye2/bz/95PjkmyEEfAijUE8og4jU9xqzHEO0Sn7OvCZTGpFcNy6ZcFHbwM3qcqScraC9ZryzztZjUX7xtvxHRZtLJqfMcWBq9NiGoSelbJTM+QIoR129dVK6pSjzxYLFYnHb0q2nltKA7+cMwxrJVbneuidGf1QdtYGS1APBsiS9q3WnKpfagaZat/dI6bp6rZaO7BjWa67WG/JgCtcMkkOQ23TkETZbBcSa7ha7JxU7DiLknNhfX9Jt17hmhmta20CUqRv2p42XKt2d9rgyY4nDkXFSCAIxBFitaJb3SLsnKAOUMHV4kNrGJgMiASEgJPxYpckpfgxiKDgtOHocEZW2YiPRmkweKRlzww4TMFpMi/kJq9UZ89kSccEELVtXYsbiNYw1dy2A4sXhRCkhcHL3nGY+RxWaIKxOF8wXC4qLUODkZMVqdWbWUay4GoEmNnR9x81+zaMP3qd/NBDbhvt37lonDa1tz3NPyj0lDwQXCLOW1emZ1V0wqa832ix97z2sHuDiAtdtLHAgxWqUMiCllpkkUKQDAh/1K270jGc3lzgGTpcrNGXa2BDFUbI1jsylkFVZxJa37z2gRRh2G2S/4fLqEd2+I5dcMS3Dfifhq9bEuKuLUPtWZUvHFFehD4EYrGtA7imbNbv1ju2Tp7jTe/jzJbENuO1nlxzBYXlNzJkJT6xQl0pBpUxcXa2Kcaxn5UZFeXTMcdwOpB2MCYMRDiatc54QXlDCURyxaWmatircgHeRMbEhO0Eo5GIlBW/BVHYAFEdQyI1tmE6E6OvvYYkLocJcqkLOQ221ZddfagPTod8zpMG42+2MGOPkpTgsHV+dgAuAo53NaOIhUDVuKIopydS0qPcWBNYxCaJeV8VVKUIRS/rp1aMSyGM948re8N4TxFUstkwbaXCOedviEUpOkDPd0NXuIEcKdoIUDv/edhq09pKTI8xYLCcBq3imKZOGLdL1EK0beVE1Rf0p4+Ut2MURQoML1sxwxGBFhNjOaRfnDC5ifZxu4zJTWtxxsKRSQQ6CdeDOHppPHnCsT44xmnnUNdQZptM0jYHbKZFLoqQDpupqDrarhWHGYImKwwu0MTCfWULFrI2czgKrxYyEQ1Vo2wWnJ+cggp8FTs7OGYaMx9N1HemqsFytuHfvPstBuX//Pr4C7SmlSWEJxoGdLZasVicHoeTgjYwbSbtcUWKLdw3iCqKpQjdGVXO0ZN8zK3ChM94td7jWhouL77MIMG9alrM556dnBC+k3NFm0OwJWVmg7B59xNX2qtYZdbWGhZKgWrXHVkCViWILw48lN6VS+0ZmSQ1CTJF29VCKJWRcXbHfXBP7O/jze/TDp7tgP44xVfySg+wCk+GgE4m/qkg5fFOfO9LxeJ65IBV7fRmyMJm4jOvCXp1agcsRTWmyDo/cd31O4csBjw3RakN7sV5g3jl0UoIO76P5lq5mnVZeeynWAaJ4T9NEShFz0Ue89wgLrT/M1L9NRorZrYmbvM/aPqZ+QKuBLrgilJqx6lQY1LNXT0IYUm9QpJilHuuGEZpYGT3GePBA3u8Z8nCkT3SynpXbMj3dgedoYS+6lxOF7GjeHYoOAzkP1kS2pNvz8tx4qdKdL0+YLU+ZL1eE2IKMvY8yPjSE2SniWtDuILxHJytuxFKZFJ/U8ufHNUFvPUaL6UiApLa/UKmBNWTCf8ei2apKSgMpZeMTa614PwqtWpivfhvE26aCtav2IRBnC9r5gsU8cH465/TsHHyLuMBycULbtrzdvE4pMAwWqFrvNsh7dpxV27BLyqydGfhfXYxRkQbx7FLGtTNmzeJIeI8MnTpXcbFAmzkijXUBUEFqix7weG3Y+0IsS95P93kqJ2y7PcP+hl1/CsCDBw+4f/cezjlyUWIBnzPP3n+Py4/fowwdaCL1Y8X8KmQuGK5ZlW4ufW0bU4WmaXB1jg0COtCIbLPVeq+E6CNJMkUSPmXanOkefQzbPSW0LxO/H+lQ528ptFGpTfv9c+1WPh010B/0gaP3nwfKxt8a33vJr4xYYf3O88ruk98cA1F1A6zpvq52vvXBup8IUgN0gkisa8kuK+eCdtWqr2n9t2iLcKSczJyxoLe17al5A7fObVq700YyGv6j9yS42nkE9fQEevF2LiVTSrBa2k1jtUt8oG1b80aK0u+29PsdqhmhUIpMytbOw01Qh/nNt/FXg0bdLSPo9j04GI62Vux1KUaFzV1HGYaXQbovV7ondx4Q2pkVfAnWJSClAfqOguDbGSHOoTdcd6xZOT4EmWoz+Fqb1mGYzBhdZSyyImMdB3OLdMSEnd1QKsdvQtFGYnNO9H1X86Fr8KwYFSsXo5b5qUBITUCuxWOcOChCn7U2b0ykkuiyI4+7eruk7xNJlXkIzIMdW6PdyOVqQXGGnzpgZQ4X3b4n51J3/sDJyTnBBz66uGC+WNLG9hO7KIyegqNZniLtwiwGEdT52pjSofjpczs95718SgkRTddEgeAD52envPHmm5wsTihF6Dd7+otHPP3wPW4uHpH6NV1f8L5hsVyxXC0RhLOzM4KPt4p65NKRUn/oH1WDcmMJuzHhpZrHI1EbUDyW0i2+luDLQsyFfH1JfsH1/7jGsbKFgwWDjp6QbfRW05Pb1adGI6cea7Isdcxeu40WjBYnmIIxJXMcjBvd1wqjjd/TkaxvCtd+ZoSixm9OJ3F0frd+3AKxVZuW2prGEo9GVo3W9VC/W2+l846ZzNhPc2PrdMRCBVOOMVi8ox/SoSDOsRXxnOoVb/jsgdlaFZkeUcjULN5OzcPWSuETDOtumhmhcveD85S+o9vtSEOHaiLnUvsuxtq9fLTS3aQ8zQOtzT/1YAFPdMoJhjiaTPSImXBswVNLryrk/OtXuqt7r93iUw4po8NAEQgUXBBCu0R7w0wLNUlChCA10loL0YyFhyv5yOrq1oe5DNaCR50plewiQkA8tWtDbdejwrh1KVbOcej39H1CGfBkgkZETRnnXFvbGBbBmO84LjYvgi+OTGY19zx87T4lCduhcLHeEjXSdT1Pr68425/whdcf0rpQS01CI8J8tmR5es52u4VS6Pdrhi5MuE4TZ9y79xriGrbJcff8Dm0Mz7kw1XJQwAWkOYVmxVAGhqy1HnE27KooSQWX4FFaceFbK9nnEmercx6c3eWNN97k/PQMhsLFhx+w/uDX2F88YrfbsesyBcfq5B4PHr5hpTnJpJTZ7zuK7oADjmvnF6rFnXFY52Y04WTMbDOhDcGCqBZ8GShAxChiCY96R64dMPxLaDU/6vG80oVj67GMux/2pJiRUbdte3WsgcGE0U5GMscYa32/GhiOaslVi2uEEo6hh8MpmbK1ojeWQGOxnFpRb8KhOda+k+Ievc+C4j20TVuVitUbEfFTU9lQCvM22tWJXYMieBdxwdLGZcT5kUmPijirRIcjI8QYjJ1ks3zYoPSgqMRFVPxhsz6eqiPopldPsso5CGZMxBDNyg1Gfxy6HezXlN4CfVmNmRND5dPWOJLq6Hnm21iujOdZIQ6oVam1lpq1ze55WGFkPIxXWqpHMSL+8uvl6Z6cnBydnIMY8bVBowHwJ/Sn99htPwbZHwmp+RZj6TUnWHGWKjRypHDFje2dq1nvXO1RNV7SGEgbqV/j7shht8rJKFIVclBX0NzTD3vDWdT8nJF/OUl5PcvgQYLwxc9/njvnb3J9s+d6fc2jixvk4mbCt26uLrh/uqRZndYzs8y63W7H0A/M2jkjMJJSz9BbNaLTszPO7twFXbAfhPPzpSmtUdCeEzwRwTUtZXFOas/IrkPSYG30XCH7whAdKc14dxfZuxnUwMJqvuDth2/w8MEbhFL44Dvf5NH3vkve7MkhMHv4Nm/ce0jrIuunT7h+/BFJE+1yPnFARwrP0Qkd5vvgd1Xvp9TNoGYyVTzPqpY5ut4CLr6mOo/NHV903T/OMWL9Ry8cKWBBpG7yOTMS+b/61oq37rc03hOcda8OHqQWmXdSrDJfDfqOsQfvGiTMUD9nrw2X+zl79Uhw+DDDxwBSGxseze9sueDO+UOWy3N8aHC+ynAeSP2eod8hpQeOYiLjtQCIZ1BFfeRrX/06y9U9Ntue7XZN12+r9WwKRlT5ype+wNlyNdUCSwofPb3g8bOnpK4z/0oslT0NPaqZ1eqEd955B0rDxc0lp6s5Z6t5rQDm6Po9/8K/8M9zcXFxODdx4AMqAXVlUoqmyy2YperoilhJ03q/vHO0TUPbNDiU/W5H7jtGip+fzWsAzTH0PUO3Q7Xggr8F3Rw/P1aNE25fYY9JAU+ui0weD8hEtZv00nMxq08bL08Dds44r85KmxEbXIxWyLvWl0x3Xqd79muQ9rexGxkrg43QQTar0ll1ICQx1uYRZw0kxypH44W4CjdYJPnw+jRFYtSN3HfkobP3CybApaek3gSLsdiMfU+O/DMpBXWKb4zRoMH6oknd7Ye+q/hWpus7Pvj4I84WK+OZAloK682avu9xLhDEk3JH12/oe3Mz7j94jeXJGRS4J6cs562lQk7XenTj65orvsHd/wLsBjQlGLrKLDeLI1Dg+opn3QVlAK/Karni7skZn3v9DU684+Nf+w7f/Wu/Aqnw2ud/mje/+CVy2bO+eMSTRx+wu75ESmLIiWE9cGgfbS7dhHX6g+CnlG6V/DOv5VAir4zdVJ2vuTJj4RX7nPgDv/OzVrrHVu5UCGlUCpj7XXJ1alV4sHJ86UGgiXNi9DQBole8DHjJeJerBzeYbItlTEXvIc7J/oxtmfFod8amtPgGxFskn7Hb9Wj9O6Gdz3nt3pucnj0kxBYJTLKdhx253yH5iDIm3LomKcLgCjKf89t+62/n5N6bXF/vWF9d0XU3DP3+lmx/4Stf4qe/9BVz11GGXPjmd9/j8ZPHkK05QEodu/2WoTfc8md+5md4++23ITuutzcs5y2rxlraKEK32/Kv/qv/yq25VxEkztH2wMkdyzhO5TJzYijDVKLBe0/0gVnTEkTod3v2my1ehPbslNlqiWoh9R3dfkcaekSVrIWcDmVkXQWaJ1jJHQJ+YwBxKm40nu/xv8qRjOSJ8fBpgbcXjZcq3YvLC6L3nJye4psZBI9Ey0rzocXFQL7zgOvmBM2Xk31UVVyNjHrEWZ8v5xTvdErFHalghqtb4ZxcZ99JhSLEIvY6uj2TH1bN+mQ1Loe0o5CtQ4ULiCZKMbes1BKIRryu+E21kkULxdlxP/rgfS42e548eQal4CSjOZP6DrLdxPe/K7x5/wEnZ3coAtuhdlQYeob9li5lUurJJZGzWtM6lJKTUcfSjpQ9XQ5W9vIIixuJ3n1KDCkTzt4k59asyTxYycxi5fVC7nj27nfoucIXRRws50tef/CQ00XLB9/8RX71V75J7hNf/MIXOV9FHn33V+g2lwz9jn4YKhWop2TrajxaE3V1T9ZgqlmB9hrmfNUIuneOwBiIsptfUJu3kg8FrUvNSVTzbIIPRgn6jIYxW8ZNRiYccgwGCwLeU5IDzbWDh11zIeNcrKmkA5Z1Ocr2WPZvzMY048UyrDJIQaRY7NEJMtWbrt9xI3QGJR9kW8lIceCM/23Q1VGqbqmyzYgFK6KZ4k1BfPjB+1zc7Hjy9BJKxokdI/UdpB7hWLbPKSLseqNbydAx7Lb0+SDbJRdciPhRtktHShtydvTZT9byPqdau8CsyhErldAg7Yjf6sHaUPMcuv0OpW5eVN5tjAQvdNsN241lfS2WS2Jw7Nc35DzUYFsNummemlACFWo5CljKIdGq3gHzaW4FCZ+vo3FIGT5YSxWumOAiOfLWPzleqnS/971v48sO715jfnqPGBf4Gtgy0rES4wzfnjDsqmtQCiULOSRrfVJ3BLCECMO7ytRKQ9xoZWDUqIoTGcxiinicEpluwYihCRStrZMTXgOirlq31DRPq9+Qc0aKcUqpRSxKrZ5fsqOJwqPHj9GnV3T7LY6BeeNpQ8APe3K3xYnSPdvyq98Q3nj7C3Rp4PrqGRePP6LbXFGGzoIMxTaW1nl0cHznFx/z0a+dUHJH13WslqfEZoaL84nsHnxgMVtRSmG/33P57Cmp30IzdoUNlFwo2RbXbl34y+9+yGbdkd2M4APL+Yz7pyc8evfbfPuXf5Ghz9y9e59uv+ODd79DyQOpDAzDwNAPdN2Wrt9j2T1+EjSRMAURQMiVBmRNNG0TzCnjg6eNDVKrvI3BtFofZHLVblEBxTa74H1t1fTZjFTbrEiNPcDBM5xqglsU9+A1KmjOFJ9rVb0D3niQbZ045If09aPSmbW7h9UdOfZ2Dm5r/f8t2Vb1uCPZpjJwcjUMqJj/JNvFMh9LdjRBePzoMfrkiv1+iycxbxxtCLgq216U/bMt3/pleOOdL1hNjesLnj3+mG5zRR4642PXpo6NOLT3fPsXn/Dhp8i2d47truPq4hG77Y3hySWThsHO1R3DhToVuClJWe97Ura+fyJCcI4mBIb9nu1mjRaIMZJzZrddM5ZkHD2oPCU/mD45xCZuy5xOMnBQoJMX5/wnFO7he0eHOracq2HyMpjhpUp3f3PF9UWhjXuKZObykKiKC3ajXRKKKj40dNMOMdLEDgvNOQufyQQlCOIra8GNbIaMymCWh0Zzt4qvFoPl6VtGW41m1pxx74w0btw9+4wJ7VhlySxfK6RucEYphVyM2pS1IN4TVWmj1cuMPsOwpekTTXJoyeTc2Wax3/LRt57w8a/9VUpRAs7KImomYEV5DjfYNh3tdmyvLxA68pC4fvIRiCM7rWnKVkMCbwXRc41+ehEk193eeZQyKc13P3zKux8+ocuF0GaCd5wtZ/TXF3z/r3+TMmTOTk9AB66unqDZUkFT6it/ODMMxk4oeqgJMd5Di9Da/WKkVlHTmEuhaSKLxYLiPOqCbWr1mkuxLDgqLKRWVMqaBY5y+hlCC/b7Fguw1IcqVyIHs2iEvsTdCouNwalj2R5bMLpJtqmyPcYwCriDbKtYLYxRaTsxTFecNWV9uWwfWEGjbGvRqbasyXb5FNlWok8wbGj6TJOost0bJr3f8eG3n/LRd3+RkpUgdl2ihQiT6+1Gb1OEMmzZ3lwg2pOGgasnHyHiSA6Cd3RDobt5yn6znWaVynwYoYQxV6RUhbfvO/Z9b2yXSoQI3lsx8e0OlJrgUUipx6tMBWrsGIdC4nY7DzVuzZI9yMHzDBalTPUl7Cb6o/XM9Fw4VsFHxxo9wpdo3ZdjutlB6tmvL/HxBBdXZsXFBu8G64GWBLwJDWQmru0RB/KgdMtUPHmiilHqhWdUevu8b0ECWpWs8w7nqiKmEvKjZenMFwvm8yUxtoRgbWGKZHNvVG1BjTtZcajPuBIgVddJB4JTGnpi3tKKktihztxGn/vqioKqUIberqckNCVzk6YsGatq75y3knpVAAxPcRQicTHHCr4IHqtCb/CfwFiroe7UoKTdDnUFiQ0uREJw9H3mO9/561w+fYaPkTLc0BaPLhzf/s5TtCss2jmp69gOO1IarFNx7q2snyolCyVDSsaEyBVyaZuG1XLBcrGYUkYt196yz4pa/aQpGIZMCTBGITOXrhT7XBbj7I7YuudQD/b5/lo/1lEteXPFx35vpWJ5o4t/G9e7ZURUK9Y5qbI9vncs26NhkSnSG3VSG8QFtFTZdh7xEVyw7ioIIcoLZLutsj1autaR142WevEvke2OJm9ohEm2HQVfXf+xH1zpO6NXlgFNGYnN5A1Y40VLTMhqwcIpvqSCSqBZzGyHVQgkWwPPdYmoYIht8CXbZiG2cTks7Xi325KGgYlGh4Pi2HWDwX6uGkJ1jQ1lhC0qi6aY4TDGF0Yl65zDh3BIgxahVrw8KOhbViuHwj9HjIdD0G+Ujep16+TcvXS8VOn2jFlJnj4H9n2i0OOS5XGLE4NIXUOWJSJrpEYfnViRZEQoEqzLrSTwRsdxkxluuBYOHBn1e5yAGxpIwToMh9YUTmwIMdK4SGwaYhOZLea0sxNi0zJWOQtywLZUM74ktLS2s5Yabc8DJfUw3NC4gpMdcSh4FUjJLHJxFNeZG6wQyOiQkGLlJ3PJCIk8WNEZ38zBN7YZ5YJ4R+53pN0OH1skzOj7gvMBHyI65Ok8h0ERyXgfQIXU9wRXcNHa0PdpQDRBgYun17z7a99n6LaIBit/6Wc8/ugjuost906WlGFL1+3p+44hJRTLais5k/Dk4pAQmT98DZmfcv3oPc4CvPX25zlZrvBi7hsiuOAs6cTJxGDIOTOkxDAM9OmIhjMka9tUrBzkkBMuWKW3gqVluwnUdy8Sux/vGKHEF1reE85Q/6tWIlHCJNsqAZWIymAlR2uwRo7450YVK6jrTUkPEbLViBY/w8dYa0I3ND4a6b9tTLar0gX7vVBrlJhslyrbBSkgWmmFuaekAR1uiK7gpSMMl9ZZpAZCDdbqKULN4iqUIeO0IMUbRVEHcq3f4Zs5OJPtks0aHGU7xBZCS99nXK0TUYYMuIqv1lhEVUZW9WxUblIVv3Hqh5TY77ra1rx6jWDFaVImes/Y323EVt2EB1d4QgHn8LM54gPDfkd0sJgvzKOUShmECh/p5OWMNLaxG3nWQ1LQGPAr1Zsrlf2Bk7GqNS/FFep4eRqwZrLOcGGFCy25KP0w4EupdS1t0pwLiJuRy6Y6ZTUY44Lxbp0gboZIQsV6xFPpNTjbaUO9I4WBGB3Lk3McC0IbiHFFjC2xMYEMzQwfIjE2xGA8QnPd7LylZi7o0aKxKvMWBiF1lP01mnvEm3WHSM0135tb6C3Xm5wRiaAFzQPinGXHiLWjNpTOXG6GDlwlZQuk7Q4ddub2eEcrnj7tudnckDXTujNms/l000NsD7kFmhn228mttFZzmWfXN/zKt7/Dk2eXtQ27o/FzJC3Yrbc03jP0OwuW9b3l0msGEj2BQVpmqxWf/5nfyhd+53+Bh29+jvLsfX71z/67DE8/tqSSoUeCs43AiXVmrmUoixZqXAQAHwJNTXn23leKjcFGYejph2QF9Z0VnDc5f1GA4sc7qlHDyFT4NLjD9tsRegHFW6DWedQ5inMEVxAZUMk1VmGyLdUJ8BWjzTIQo2dxco7IktAEYlgRm9ZkuWkITXxOtot1hR7P5znZHq3G6Ypyj+6vKHmD+LEp6CjbnQWoK4OEXGydqlJSQpz1DHSihNAA4HFoqewZZ40sgwhpu51kOzuhjZ4+dZNsN+6E+WxJTn2No+g0zyPfd9TCo5U4pIHtzuo8gG2EXhyijpxKZcncxm4dBq1U0h4+RBan55zcfWhra9hz/eRjSr+rgVyrZT31+jtqcqsczWP1XHyljKmz74jVa7Kqa2OniCOIYtqof72Y7rzxhPYc4ikqchR8kCNsq5adCw2ltzRC51vERys0M0a+nYDkah0o4pIhEiNfF49Ig0pDbJaczu6zbM7xrafxK0JopuIcRFN0UZVIhyulPpJZg3SHFYOgRIo4Cp5UlKFb43cXhLShDB2aAvhomwVM1qYmRVOH+kJT+5jhTXmkoUyYdEl1omsBd6ee/W7PZv2MxintfE7RQr9NOBeYuRmXNxe4dmA+Nze+lINQUrEnV2sLD8NA9A2b/cBf/MVf5N3vPmJIyQTGO4IK0gUigZQ23HQdOQ+GDRdrSOkWM17/2u/ip37b7+FLX/stnLz2ZTTDR3/l5/m1v/qn2Vw8RrsOTyIN3miBtTQm3jikIYZ6jgfcWqqRMNYMDrNgVgJK0kJTE1LUgavHmRaM++wsXYMR3Ces7efTW6tJZhaQeMQ3iG+MRTDKtZtV2R694VG2a5IFHpGISENsFpzO7rNo7hDaQOOXR7LtIDo8hUYLkd7kmowrCTRh/idHsh0oYvhwKkrfbZDdBW2yilrkgLpgASmwYk0JNBVK3oMzQ8agbWOVmGxbydWU6nxonjKuut2e9c0zGl9lm1G2HTPXcnVziZtZU4O2bWo5xqONTQ6oZ6n4btLC9WZDt+sPcECVL0oNoqvh1bfrTyjFOWYn9zi9c4/lyRlxtgJVtpePWV8+qeyjGjQvecoJOA6s3U6SuS0now7VmvquQsXcawnQ0WrXIx77S8ZLle756ZJ2cYeBlmHf0XIglIvWFN1qscTYoqXFecXHGT62lsbr69YgHuctbGGeZakgubV5hwguIs0ZLq6YLU7Q9gxphECDt6xgnCuE0tGULW25IZYNwg6vCVc6XOlB+mnCzLb1JJZsu0jqCqXviFJI3ZZhd2HWYJwTZkuCbynAdrvl5mZN3+/JLnL37jnLNuB9Y+nI6lDfUHww2lkaCNGCJAVre7N0Dyjdhv16S9IOkchsvkAp3FndQ5rbgTNjmdSkEh8gLvES8HNP6nuu15c8vbxid7XG45A2sFgtWRLwZWCf1+S0JfWpRrytrkQCvvT138Uf+EP/OK9/4aeIDvLmiv/43/k3eO8X/iNSvybvt3S7PV7BxYB0tqHGGCHWOgV9bfsih1rAzntL9a294AzTr/Vqnat8XTP5RhfMOTdZxp/VOE6OmBI7bi28IwUhttE4F3BxRghtzZCsEJvUwPCY2fScbItEkAjNGS6eMFucUGanuOgIEvEOvKu0s7Kj0R1tviaWLUKH1wFXOkuEOJJtGGV7wbaLDJNsZ1K3pd9dkdKATLLd0CNVtm+s8paL3Ltzh0VjJSadj5NsJ+9BC2XoDb4TC7iGI9nebbbkcizbyvnqLtK0Zng/1yPQhs2TSg2vq5KHxFBTy4FaJ8JTw+ZYum62gPiobtWgzJPTu7z5hZ9ivjo15Zh6nn30AdsaQNZsjSfHehClWqiucslH5Tv9a1I64ftaz3GERMd6FtSAGu7A7R0Twl7mxb1U6caTN0ji6PdbQi1pGJ3DlUIyM88CYSWjocWVJa414jM+oN6h3qPBURyoi6ibT9CCSC1o7iPFWRZLditU5vjQktoG8QknAw6IuiakHYu8ptEtgRuCblEyogmnHaJDtQioUVIFDXTdikfvP2N9cwMKq3nLfmP1Yre7HX2fmS+WoLDZ7djtB55dXLPZJrJmTk+XPLh/zumipZmfoG6GOk8aOqIXZk3At3PC7IT57BQhIk4IszlxOcP1O9SLLchcSLs9udszm5/g2iUW8s7GVqhFxnPuKGmHW56ySwqpcOIXPNEPObu7ZLlYcHe1gP2e/c0W6dZo35EziA4MRUgIEhuuLy/5+PHHPPji11lJx3/4p/8dvvHn/gRuSHQ5kfodqdvhS0EHY4B4J2TvcSHiggUyXbCKVYgznF2jBUBqMM7VGmUqDj/mulOblxy5hk5elij5ox8jRe5YGRw/P1hmY5jE5No3SzTEW7Jt7K9QLd5jaMFkW90MxFPcCUVm+NCgTYNzxgV3okTdE9Keed4Q2RLVZNuK1A9Hsn0oT+gm2V5W2V5DgdWiZbe5Zuj37HY7uj4xX1Trb7evsn3JemelPk9Plzyssh3nK5hkuz+S7ZnJ9vwEoUGcGRbiW0q3pwQMfshK2g2kKttCLWpU03FHWphZGQP4WgpRIUhgoCdEq2AXvQfNlFTTnos1aJUKcY34zTAM7Ls9s9UpXgpPn3zIzZMPQSsmW1Od5WDZ2P0daWvV23EyWq6VRsZYMB1ADsVxxALnE4VVRpt7hHpeDpu9VOkmPEPX471Y08JSzK0ttccXUt2ObPCAn+GC4MLM3DDnp+Z3vrZwx1kGWPKOPJ28VenJGsnhlNiuaOeRWROJxRHSJV6vafKaVrdEtye4gtc8ZklzSOgTi6DWRWSuS8v11YabiwuuLy/IWbnwkV3Xk/sOUWu5s950xjEuyrbr6ZPig0dT4frqhm6/Y9ZagLDU5ptZC6KZxgsSAxLNTWxnLcEvaOZnNLM5jRQcyr37D5ktTvEuEOLMbmXuETdaj6H2UCs0Drqho19fkWjIQ4KsrFbWRPP1Bw8ouw3Pbh6T9mv6bms0MLXuvzEqwYH6xM2jv85f+8t/iq//7M/xi3/5z/Af/rH/B3F/A8UKA5XU4YoJplODLtBAUo8rDkmhWnfWS0tcwMVMcX0NFlnVtlw3OnUBqVQyC6bW6vo1CPdZ4rnYrauu7UHBHtOHJgiNUlPTFecbnJ8h4/VX+MUMB0FcQUXJXiiV0QIgRUnakMMZTXvCbN4wbyIhZ0K+xOvNJNvB7QlO8WSLFUzF/aVCBGM1X7Osk7bcXK25ubissl1uyzaFlDPrbYemg2wPiVo/o3BzZT3A5m1jsm2FsE0ONdF4fyTbnrZtCWFOszijbWdEsaSQe/cfMpuf4lxgHltEM0PpRxoAo+KyOdcaM0mVrmjrdywx0IQIJTP0Rk/VyrlFa6MvGSHhwrBfc33xiLOzMy4vnvD4/XfxNVOv1IDj1Fao8oyn+cxU6h7W2l3GcgQ1nwBTsgfaoI7BgMlz0wljr8/1KOjxgvFynm6fiNETvIH7Izl+5L4VLTjG3GmhG2rn4KC1n5JnyLW7qvNm1juPiDKT3rCe0SV3LW5+zvzkPovVA5p4gktPkf5j2D8m768Y6MmlY7sbQAJeIqizNuqaCdHIzA4L1gmw73oK8PhyQ18iIZ6RtGez63n8bEMZEm30NE0gl56cIMRI8R4/A+0TbTMnJyXlwsXarrfrBlAlxMo9LYlSPCHOwGW8X+PkEV22QMzJPBLVUjvvPnhInM1YLs/wMdDOF7TzOe1swXy+QoujuIbSnuLOlkaS361Zrzfs93sWiwVvvn6XNx+co/uI657xnY8/5mbf115SmfZE+PzbDbOoZLdkvnzIl9+5y+Nf+Yv8yX/9X2J4+kEt0lGpfGScs8w2FdtsnGSktgMqCeOXSgAaS5EdzJJ1PkyBjCmG64N5MCYhxp8UENxRe5gfjH/96IZMbuDEt50gh5HeNFZdsAarQ1L2A0hwOPUMuS5Lb/27+hqfaNNgsEJoTbZ9g5udszi5x3L1gCaucOkZdI+ge0LaXyFVtje7DpGAE0v0ycNAKZnQGFVSKIz9vbrnZNs3p6TuRbLtyWUgp0KMjRUQb7H3mwU5FXLJXKztXptsQ4hidSRyRyke37SIFHy4Rij02VT/yawhCLSzOfcePiS2M1bLU1yMEFqG3Q2aBsaOxIa9BFywbYWcydlSw733tE2gjQGyQBlsAymHCmQuwKxxFW70zOZzTpct++tnPHr3O2i3I1fcuIIDVdHXwjRT9+CaEVnyFNQz/rRAqangUjtZjEp3VNhjqjigk2wfAn36Eq37UqUrPhDahsVqyWq5sMCaWPYN1Wkcl1rqGrZlYMh7XFJcSqgrDEXwXsjizd2MDSE25HCOn6+I8xVxNjdXtV3ReEfeP2F79S1k2KDDvlapatmxoC+Zbr+laSIxtixWKxqCVUDzDhcjWnc5HwJzVYpm3ryf0T4TnRU83txc8eTRR+QEj588Ybu9pHFW3rEb9syXkYywvlRCaDm/c2ZWKIEiDU+vd5RcaH2uFsYeKBatV7XWKhRTOiqWNQSwvuDJxTPmbaT11ko7zhrmiznz+YLTO/eZL8/JJXB+7w0yENsGh9D1HSkNvPPOW7z+8JRFAzkrq3lAveeyKwx4Si7cOZnx5psP+eLb95idfZ7V3S8wP3mDP/Fv/jE2H36fLIBTokuEUJDqJsf5nK/91r+VNgbe/dVfYnf1FE2FPiWrulRhHC1CyZ5CQGSGinGUdcwi9GbplppcUURq5UIrPpL1s629MJ/P8b7WOfbeqMYjRsfBthRAi1oUHk+fwCVLbx4KeO9IzmhSEgMhNsTQEuYL4vyEpp0jIRBnSxrnyPunrK++gwxbGHZEEUqJ7KWlzwv6/dbokLFlsVrSEkjJOjO4poGUUIEQIvNilvBb9zJlKNaMlcz25ponH39MSsqTJ4/Zbq9oXCZX2Z4tIxn3nGz7KtuRZ9dbci60Xrm5fEZKHVDQwQKzIQRLbafWZMlGK+Nmz9Mj2c5a0Nhw82zNLlmvMu8jRSE2LYolzDjn6DEq2axtaKM3HrBQ09KFVNkGqkoMjraNzGcNsV1wdnqOj3M+eu8D0m7LQT+Wel/tLwme8/O7OCdsb67JfW8GhRamSnDT83GzHYsaHOH94qhFXurnMIx6Sn7+ZPW04/FSpbs4mXF6dsb52Rmr1dJSYr3gnDk6obZK985RNLHfrcmpowmeGFytdxkJTUOILW2MNDESveVmp6EjBmeBnf0FunuE+gYvwcqyLVeVASEWiCCQy56crbam02ytg1wDuxt8iBTfWHNHatZOKXgndqEVT9KiRBf4/N17iI98GUFTV4MP19xsnkEYCK3j4jGcLE+5ubrmow8+oPQdd++e8NrDu4Rmzmy25NH773L99GOGYc/F9RX7fU9JgHPkag3sM2Y5qrLbZ7a9p3XJsKp1h/dbWn9FeP8J88UC5yNvv3ODinByfg7tHZ4+esrD+ye8/uCUmRQ2jx/x6L33+N67H/G9p1s22TaYVGCucPrw87zx5Z9lfv5F4vyUb//yN/jWr/wlkiaLPLuEC4L3IDHy2ld/jt/5n//93HvnCziUn/29fyfryyfsLx5zfX1FzpntzQ3f/It/FnbXBOfIGsia6MVbgodCFo/mANIY9ukcWW17Hsn8VgL0h9KPP5IRgifGMDFiXK37PKrdibswBlPyjLtvf56HX3yHxlu1PTuGyXYTI20MxOBxCEN/kO3UXaHdY4prcBI4mbXIYmEsGRlrXXhy6Ul5MKtMC00IiIuw3RBiIFfZBgtGWmcWk+0xmu9KIUrg83fuIT7wVRyaOoZuR7e/4mZ9gYREaBwXT7LJ9uU1H374IbnvuHP3hNdeu0+IM2azOY/e/z7XTx8xDB2X15fs98l67x3J9i4zlVDc7hO7ztH4hGoi0bHeDfRJoRumTK9ZTYwJ0ailw9DTVI9TUNIwMOw79l3PPmVL3qnWY1GsGe18STtb0S5OWF9dsb5+xqj6HGP9YUACs5Mz7j58g3axBODO/YE07El9zzAMFsxLietnj+smAhayc1Oxxslm1hFyYFK6o090ULi/TqX7xptf4s6du6xWK9om0oRSlS4VPogTBiPijI5BIXoBP8f5SPBWezXnDZtnHzHcPGbZOJqQkBDxcY6LLak5w4rf+EpDKuBbcq2zK2KpgK60NFgJRU9hv9viBBandwAL6OANSxyGARDK0E1YVCrgQkOYLWhqP6OUEt7J1Kr6bi5cPnnGzeUl9+4ngnO89uAdvvZTvwWkNmis2I3owOcf/hTkL7DdJnbbge3VJU8+/IDvffCIfSgkdfTZ0ad93VAzMhSyAzRaK2rnGEJBt3tubgZmTYOm7+KCwPtCmJ+SNnsePrhD2XzEx0+f8MF33+eDj2+42Cm7fbCd3df04dJycv4OJ3c+RzO/wwfff5d/+4/9m+w3V8y9o3GKOugl8jO/+/fy1d/6O3njnS8hzcII/xT8/Jzz2YrhzS9zr7pqHnjra7+db/xHP8+Hv/oLlO0awRFrokBWb00x1VPEeuepD2TFLCMZEyU+W6XbzhfEqdljjStMOOHz9SIAFV5/5yt8/mtfx02ybV0YStqwefYx/fVT5jNHEzJzHwnNHBcaUnMCmGwbe0dvybYTa5PjiiPq3P5G2e2sitbi7ByArOZ9ppzph4pZDv0LZHt5S7ZDNT7ORLifC5dPn3J9ecm9+5ngPA8ffI6f+umfAxKKFZs3cDLx+deWaPoy221/JNsf8r0PH9GVTFKhz44hd1U6IkNSUimItqRi2ZWpWBGknCyjrCs7EOj2WOW5VA2o1NGngW7X0/eJYeSty1HqrTpCmBHCDOcj++2WD99/n5wGghPbAAQyjrN7Dzg5v8tssaxZfzXRJVhxcz93Fuqr8a/5yTlXTx+xX1+iOSFaai88bzRSqGyGmr2oozJmSsU+pB+/eLxU6b79uS+xXC6tuk/wtN4wP0se8IgfuZyHvHWnxYSxZkBtLh9z8ewx53nNvUUg3m0orlDKitgYy8EKn2RCaC2DzCmahf12TdM0NLMzqNHUNi4ZNFcOYU9oWlAhibWW9nlgJD37piEER86eGKPxjCs43g0JH2eQNsyckcSLE3LlpT54+y0evPUWg6+kkWJVz0qxFEQvTDnrwzCwWd/QuRtOHs54Z/V17rz/AU///b/AW2eR7eaG7333Eet1x6ZYh9+Tmcd7S9Mk9QSJZFmSho5+V9izY73Z08wDRRIhXnJycsr26hm7y4FH773Pk4933Gw96+xJueCaBCJENyftC5frRKcB6Qf+ws//SS4/fJ/WQ2M0ZLYa+enf+bfzu3//fw1pZ+xVyL0ixeo9lNrIUqjlA8Wi/ss3vsrv/ns/x8X3f5W/+Kf+BI+//x0iWzyW1hm8ZRZpHlAiaKj2h1CkoMVoVkVeIpk/4jGfLWqVsJrKO20AR3Sgo8CaAu38lMXyDkEKrgxsrp7x7NljzvKW80WkuWeyrWVOaNuj1N5ECDOKJpwDzbnKdkszO6myPdDEOUkt0SenStNSPiHb3jl8Y2sy5zAVfpFykO0QZ2ja0Do16MAJ6q0pwIO33uH+m28z+DEFvWLt2SqqOVFKHkCttsFmvaZ3N5w+aPn8ydf5+P2PePan/iPePo1sttcm2zcD2+LAO5YzR/DmYeY81NlzlWdb5SrnWv7RMFYfgpVpTYW+60l9JhdjxFjPvYq/q2WwDdngDc3Ks2eP6Pc7S0IRk+2sjtN7D7n7xjuI84beliOsdaKxVaZThQr8/IR7by3otzdcPPqY/XZtRlJVt05sE9CK9R9wXTl40vwGMN2zO2dWui8GswikUi69VCwm2L9+zMOvBviw44Nv/jmkv2Y1jzxsPHL3jDg/QZgRfAtq9W59NkG07gjCbN5MQYvWw3DzGBk27IeerAMnp/egOSMVa6gX29Ya2OGt8+6wMZpL29J3Hf2mx0XLjPM+UHJPpODbxuYrWtEWfAQfafpETh3eC93QITnShGiZdAr4Woch92hO+GZGjHOaZsHp6ZndCt/y2hfP+INvf420f8b+5jHvfutdHj16xp//pe/zrfce81HOBCecncxYzgPLRWDetnz89IJZUYtgLwIzhTAT1Dk2m8T6es2sDRQimUSX7TafnMLqbMlHjzYMQyL6woePnnK13VMaxzDsmTdC481iStLw07/rP8fv/rv+PoiLSv7wlnGWhtrgs9Q6CuZqWKGTguY9g3rkzlf47X/367z3zb/Ke9/4s2yfPaKQUO3xAmUs16m26ArW+aOAUX0+w9oL5p0dW7RADSxSgyKTlQuA4J3H5Z4Pvvnnob/hZB550Hr86SnNfIm4GcG1qA7k1OPpq2wXKJ52HuETsr1mX8slrk7vIvGMpAbLta1lPA7q0VJIt2S7p9ts8KHKtvNkMkGU5axBRNG4sMQUH3E+4oZEGjqcd/R9hxCJIdaykBBCMTnIA0Me8M2c2MyIzZKTKtviGx5+8Yw/+PZXSftn7G6e8P1vfY+PHz/jL/zi9/nW959QSiI64eR0xqyx1lcqjn4YGKuZylhu2VknjZxqYN6NLAeZSguHIHjvGAar6+GAvh9IOROclXK0Wt3U2iCes3sPuPfG25YVOyH0x81Wx2Cu/d4URyvZPLDmhDtvzNleX7K5fkLuO5SxPX2ttVC9P0YbfCznOLrCnyZ7LxPMphYht7yomrYrcihQ7Qp4sXq0QNpt2D/+NboPvsHpouXszTfp+p6SOxbNKdonkm5oVi3ON6hzJC0EH3A+WycC59Gi5i6FBskZ10RmvoGiNLOFFcV2tiD6bY+P7dhLEWZztFuz760kouYOLYniTFGpn1uEvt/VyPvY3bQ+gseLh9ITylADc4azlWL1UMd4vK/KXHPH5uopzgvzxRkpg4+CxBmzk8/RnD/k669/la/vL/naV77Dn/nTf4nvfXzNBx8/5tnVnkc30IQd82bH9U3mfhM5DYV5u2S5nLHZX4HU6LN3fPDhE3Y3Pded0nnP+WpOEwfa2Qy91/LRk2t6lOv1wAcfrVmeON74+u9gvVmzvr5hefaQL/7Mz/HFn/lb2BXo1rupeweA5lopTI3cnmu7o7FQTa51VYsWVAL3v/Y7uPPOV9lcPuLy0Qd88M1f4ObjbxNmmLxkR68BxKw8W+NxrO/zmYxb0MHY3kbq4pFquci0nCAndo+/zYd/5a9zOm85f/ONg2y3KzQVhrKjXc0IPpIqPUuCx3vrXkCV7aadk6ts+yYy8xGKRf9z5Y4ijm7bE2KLDxZM97M5pVvT9cZjJfcUTRQ/yvbM0ri7PTSjbBvCaTGOCgWW3hIuXLBUeGqDVzEK5kG2Bc29ybZzzJenVbYdEhvmJ+/Qnj/g7PUv8fX9DV/7yrf5M/+ByfaHHz/m4mpHUsfVkEAcQ7KSkMEpXsxDzjlRnBqDAOgH62+WCxSB6D1Wl9iy9awtl5Ky0vcZkczi7I717BsGQmxZnp2zOj0nK+SUj0JgNj5ZvEYmJtjYDmvkr7Snd2iWK3K/p9/v2N5cMezXOF8NBh05LlUBT8V3Pl32Xs5ekIrzSy39K0eVw6o1UAg4hc2j9/j4l/80r8833FlE2tM7VkC5aSEJqe+soLcPaBlqb/jMrG1REWIzO0rtE4aiZDUlK22Ldy2SCqkvpG5NM2+t0EpfcAykHJA4QwlIaGoSVGB+eg91hjO50CJ54L13v8MsOk7v3IeZ1QYm91bsQ7UC68lobmodhn2lwPVDIVbWgZBxw4bt5RNke8WTmx1vfvGnCY3D+4booe82dLsdMQSaxRu89vY1v+3nXmf5rTkPT1u2PvPR5RWXl1ucek7P5nT9nie5MHSQtok2tNy7e0pJif2mR7Knzy2exOuryGohPLrMPLu65vTeHR4+WLHrAzk1fPThBbObnvnsdb78n/n9lKK0J+c0ywWXu0TLhvl8MVVqStXCBbMGLWXXgjaWXWQbztiYUmvB6GHIpOaE+MZXeRhWXG82pO4x0WWiA0pPJtFjhaOVwnEL+h/3mPi4ExloDHlPapZR5ZZ+x359hVx+h7uvv8Hs9I6lNTcNJBj63iiVIaJlIKtV0Jo1o2w3k2wrlq6bi9DMlkjbEFwDo2z3G+K8ZRiMbeM1MWSPiy2KpduDpX/PTu8iLtLfku1fm2TbT7I9WDEchZx6SkmImGyPbr7znq4vNMFT1Fa2DFu2l09ge83Tmy1vfPFrxGaG94Hghb7bsd/tCCHQLl7j9beu+G0/9warb815eDpj6xMfPrtm/f0bUoEYqsVeN3TNliTTxEhRq9GMmvUpKG3lQPcJ+pzxIdI0YzKFmAJWYblccnL3dYNeQsSFQJ9NL3g/dji+beFOnSGOUoqnjhG1tCZjvQ0t4CJuHpi5yJASpezxNQ4wKuwySc7LPbiXK12nB8Xrnt8vLJQ1XD/hvb/y8/Qf/ypf+uJbrB5+jo207DePWWmhH4S837O6c592cYK6AHmonRUyTaztlZuDq+e85fibq6OWAcfeekoVJajRuVxoCd6h3iwonweCc9AuSN2G3W5gtjKydlNh56Se4hokRprlGSrOKt/3HZv1NTkVTs/OiLMW8Y6S8uTyiHhija5a25yBKEpoWmJ8wJffWNEngzhKKVbvoRTibGHl/LSw22WePd2xXm/4wle+iD/rOX//+1w8almeLHHi6PZ7om/Y7xKXl8/onfL+u2sLGLYtJ6sGlY6TxQkns4Ynzy7xQDcUPnp0wcnccXL6Gk1csNnsKDIgxSpKuegpaUfaQtM25Jy4uVlPblff95Shn0rrlVIsRXOwotBDSuQ0VBaIcStzP7Dve7qupxt69psbNkPL/hpOZwWrJ2SFYGIwDDWVBJ+hpQuAVP7mJ2yhWhdg6NnfPEP7DbP5nMWdB8jZW1xtL1hR6HtI+z0nd+/RLk4tAJkHyijb4SDbYzsg72sXXKcH2dYOgsPnyhFXsYCYtyibloLkROM80i4Yui27fc9seYqMso1U2Y5IjLTLUwtcllG2b8gpT7LtvCenYfLyRDxNe1u2g0BsZ8TYcPf1FV3OpGFHLkqWgVIKzWxunm8p7HaJi6db1usNX/zKF/GnHSfvv8uTdUdS85pLzjjxFgzs+zrPHSIw8x4JRv+MIVg93m5AELpkOHPwjrZtWS2XVo0tBgucxVp7u6Zmj7VAUjq0Q8/ZeMhaxq4bY2lPnZ5Php9yeL9yiHMp5JRIxZEHITq1pq41gGa6cmQxfHqU+OVKF4eTscyzIioIh3KNIvDht/4K7/+FP8Hb9x3ra49ER9ABRNiWgdiuOD05syLH3RppFmN1AXz05GEgJwU6XBCGbsAjqAsUHLvtmplrma9Oa/HnYgUnkNqS3YOzXlTadZYhRqT1DqK1jPdY/VDnPDHOePPzX8BpIeOMlpetoPU8BtqTOT42VgO24jLex8MU1kLToXFoNmuhPZ0zqJByTxp27FLi5GRZKzUpqd+Tbp5w9f1v8Et/8Rd49NEV1zcbHm8+5mf/trd47fXMm6+fc968yXy2Yn21Zr+95mze0G0e8sGTZ6z3HW1sOJ01XD/9mNj0LFaRq4sL9n1BRAlYSTqvjkXMuHQF+0wRx257TVwsiWf3CS7gMU7yfmvCtNvuq2AW+psrtjc3Vtc09ezWa/b7Xe3wm0wynK9WcCENiaHvyalnt9+w3e3Y7xO572l94c5pYLVQmmB1WEUCTj3hJS1NftRDZKT1jJCCOzyvd7vbXrO/esqsEUoS+vUl+kwIIuzKQGyWnJ+cgPbkbo3ERU3OGWW7J+dqWQUhdwlf147i2G3WtL7KtjM3ukhNO64FmMRBVKX0JttOI60XUF+5w72xSatsv/W5LyAUUg3slGwpsPPoaU9WR7Jtisf7ZpJtK6KuhMZB9qgm2pMZqcBQBtJ+zz4lVidL4yWjpH5Lur7i4r1v8kt/6a/y6KNrrq43PNk84rf8nrd58FB4+KBlGKwyYOoGchqIwVOGwna/J+WC947oPH23Y/AF3yh9ZzzamhCLYPLTeCVIrhXIlDIMVi61mVWla8VyhpRJKVnn46pkSxpIwzB5bSnlo/oQhw6/esAbpp5+OWcL9o2JHKI00RqUitNb0iMvCRK/VOl611d4oWZp+IJTCFlx6RqXP+big1/k8bM1JWXCxTXBfYNZtEI3m64Qmzl3VitWp5GTszvcf+0dkkT64vGNuVhKw36tLM5WOIW039H1HYvz+6xOzkAcueJN3jtc5eypZksrTJBFrKA4SupucC7WTBvrOdatr1id3yGKp0IvQLaKWDnz0Ucf00bPg/9/e3/aJEtypemBz1E1M99ivXvuABLIRKGq2CzW0i1V3V0tQqlPQ5k/OL+iRZoiJJucGQpJIWWaw2Y1CkgsBSATyOVucSPCw1czVT3z4aiamce9eRNd00CWCFOBmx7ubm7r0VfP+p7pzIo92j1t21LPG+PV1dzjTZr+966uQBtblEJAdzfMK08zWRD2xmc7qRzXv/o7Ln/x71ldr9m1O+b3Tnh8fcP+uuXXP77k+x8+4Fl7ycN7DfX8hLffeJv11QvqzQX35xv+8PQRrp4TtoHuesOL5ZIn3nPZTJjfPea9d07YBWuXsg+Jo+MjFosJqk+Q3VN8Zwnpp81dZL0jNnfpJkckdRwvprDfQmhZXi1p9y2b6wuuX1xws7xkt1mx3+2IIZjwqWVCFt7RGM1cLATnMUVCjKRohRubVrjeBo5mcOfEczSF2mXe1q8RdA/T3QeXguRUKbSj26/ouoAo7LvAz/72b9HHRjy+3keqXrYbjk/Puf/wHVQquuRwtaOZzUk07BQWpwtEod3t2Xc7Fqf3ODo5RXFESUY05I0JrPBAJxKE7ACpGsuU2W/6tLGkinaB7WrJ8anJ9lCBOpbtxweyHds9+7alnk9Gsk3v7kkqWbatGYALgbRZG3BPZnT7Dfu9Y1IJVx//iIu//1s21yv2+w2Lu8c8ubphu9zxyU9e8O3vPSDKNa6pcFXDYnZEaFsk7JhVHefNHPEVKSRiG8xSEqF1nmpSc3xUE1IkRuOvrauaqvYoWyTskGQFGvXM3I/qJmhVE9RAd7vZGFB2sdd8Q9cRQmHhy2BbMGUkIaWct3dDMKSDqUIH7KMF1r2Xvj4gjYNqrxiv7xxBQnRqHJ4AMVCFz6nbL6h2n1Ol56TVr+kqx7ONImsltjuaCnCBza5mubzhztlj7p1WNJVw//ynVE6stI+Kh2+9xcnZHebzOTefKkdnd81HM51iJMp7xFu6yW4b8b4mtlaR5qoJ3ld06qmrOjvEE7U7hgjNvCJmHtjJbI7zjWUphLZPFwpdR1U5vvO972aGI2G33zOZTJg3E6LmY0bjQ0ix631DlW8sVSv7uWV2bOcQFUKHC3vCZkXaXuGc4/n1kuOTcz57cklVK6GrePzLax5UJ8zeOePvn37M++/P2C433Fy03KscrD9m//ELtK3RFnYb0Bh4+IMPePitt6lEUB+YzOfsdwaIi+M5rvbs93s2m42RYCeYTxyb5Yrnz5+za+7hTt5m6800TCHSrlcsX1xwdfmUy4unbFZLQteaeaWl3Ntq1DVLXsr5t/Z37gaROS+c2GIYVFhuYL1JHM/h5MgxaYzs5esaZgJ6empHTYi2iO6RlMll4g4VoY0KQXlysaMOFlvf7GqWNyvOT59y78zRVI575z+lcrDdB1Iv26fMFotBto8WnEymiLbEsEO8R4Oy7cIrZTuo7zs4qCajLYzKpKmJ3iEzpcmyLb6C0P1Wsj1rJiRNI9nW18q2nxyZizEmCDe4sCVs1uj6ksopz66vetn2dSJ2js9/ec2ZnCCpZrlfcnJyzq6LtLvIzCl0N8RVi0Zvpe5BQROz81NmR0dGOSAJX3liLqev6xpxZpGVztQoVF7ousBuvyd2DdIsTFGICY2JGDq6EAxwu44YQ+ZmSdn9kBlcDsDyMCB2Ozhmflwxwv6UuZP7Apt/oKYrUuMVqnAF+6dMt08hfMqECybaIt4ZlSIdN/vIdgOijunEQXRWsTwTNgE+vTTylWerGyaNY79tSR08frphOk1MaoeExNm9O9x5cJfZYsFkMsPXE+r5McnVrG/2TKdH3HvzoWUrREAjtZ8Qd2ucE/Z762zabvY08wVuPqeqPF7M1WBgID21YJXbrUeAqoGUqBoj64kpmpavxjYUY6D2jhCssWKJuKbcQiRqQ6eA7qk08OLXH/H5L37Mfrvi7O5Dzt94xIunLzJRT6AhsHU1m8+uWWwdv2mWtMsttTvi/Te+y7nfsv9szXbdEjYQt7AOjhd14u50xptvvsPF40+4WX9GHRbcu/8hNOekRiDuTJOdH9O1AVHHTgMXy6dcP/k1kS+YvT1hSyAixH2H18h+ecl2+Zy4v8GlPRUd0QmSSvah9gKHYIUdRfPHBC+qpeaUpoyFeyEk4cVKWW47ZlNhNn2t+P2ORyFaMoCV1ILucbQ5O8VlRizNif3KzU64bCqIkSABZsomJj67xIBntWTSCPtNRwrwxdN1L9tE5fzuOXce3GU+X9BMzY3VLI5JUrO+2TGdHnH/zYf4amY3USsq3xB3LU48+3aHAPvNnmZ+hJ/PLH9XxHyXOYoeQ5FtCxglgKqxEt5mkmU7Hch2CC11ZSXHlfdWKclItn1NpyC6p9aW57/+CZ//4ie0mxXn9+5x542HvHh6ideIJ1ADO6nZfLFEbjbstCW2ySryFic0QGwToUukqGiEkISdwMzXzBcL9psVbbfBacV0emqVp7n6NWmkmlq6m2CLf9tu6TZrlAp/5M3SzdosgJbccR3y9ZW+xAChUBzkofTNUzXnChfgleyWh0JJpJaVkwaGuS8br3cv7K+Q9jOk/Zg6PGWmS7wrDfMakvjcr15NoxGFmPABNFlTQqkgqKD7SOeUkDzXW6xdTPSsukizTSQ6KlUW2xfcXXccTT3dbkXllH3yVM0JGhKnRzOa9APqmVWyTeZHuOaYiMdPrMrIEakWM5K31K+wbgm7DZPFCbGzfmGuqSzTwWfOVyAUf6VvUC+WfxxNu7XcPKNcrOqm8A+hKVjrFhV82qPrS1aPP+XiVz/hox/9n2y3W6qmInjPydmCqHvadourYNIo29DiVzfEbcNjgc9+84LvfeeUn3a/4OPVc86ulel+wmYP631iT6Q6W1Dd3ND+8D+wuXnB0+e/5uhkQZOm3H1nRkxT83O5Bu9nVJNI3dTs25Z7bz5iVis3F5dsLj/i5PiP8UePaKs9uvfMZ471CroqGcWkOGLRBtRl90IhPTI3Q1BFkwldTODU+q+pc9ZlRJWg5GagRnizXCVu1t1vDZH/qYekDnQPaYukFkfoCyRexYCWROhUaYPl3CZRvLfgVbe3Yp02KbrJ2lKsWHWBemv8CJUqF5si2452t6ZySps8VXOcZXvOJP2AajbD1Y3J9mRB1IpqsqCpvDVAXUyNJjS1hH03yHabe4g1HpUi25YEFnMFm/dVJuJ3ubt0yAFz83FXdU2psEopWNm2QpVauvUVq8efcfGrn/DjH/17y1xoKkIlnJ4eEVObZVuZNrDrOtgsYRXZJEFXe06Oa5bphlXYMWkVlzwhKiFY0a1Ma3zXEV+8IHR7trsVdV3jTj2zxalZWMn8uU58z9mdYmI6X+AddLuWbrfEu6lVDAqQLI83SpFaBSkkOlBybgfIlV6pGPJ8SwZKv8XAbZg/LK6H15GZv55P99l/jddLZnRMXAO1ZmJqEB/wLnKymLLfYmktTvBTiCmiktDkidtI3djvEnlVSwIERBz7kNjGhDX3VLbdnqtVx/3755wen3N5c83F1ZoQ1jROOTuqWO9usJ5fcOfOGXfOz5jNF8yPjmmmM4LzuPqIajrH1TUpWapb2DdQNVZa65yt3CFSeXO8V95jzENGIOLEEf0C9YoSESoEoWkaVGHX7aHx0G7ZXV3w4tNP+M3Pf8IXn/yKuFuzXK1xdYVLHc3lMzSsaTzUlWPhHOiOoyhsqpr90Sl/+v23+OTzz/jZR7/mptmiQfHXyrG3bhshKdNpTXO1J138lLoWfAVo4u4yEXc/5JO//xVt8EwnU07v3ufs7ITzsyPq83OaylE1no+fP+fJp18gvuG7f/QnTE+F7TZw6j13/AlvnG9Zr5TddkW3C7QpZsAUYtCsyYrV3idHSBUhWmfhNkSrFrJWdKRYEbP5FRWiJkI0eQlfZ55u+xzRztrXYIEQi+IPhRKVlz5fGbEk/URExaHJWRFKwytk2yykfTDu5MrLSLZbHtw/5+T4lKubGy4uN4S4phHl7LhitVuSQ+fcuXOHO+enzOcL5kcnNNMpwblXynbcW/eTqnJW4aYKB7LtMGO4I3WZXc7PUJeJq3I3haaZgCZ2bYurPa7bsrt6zsWnv+bXP//pINvrlTHRpTbL9g11ZWQ0C5mYbAdl7ys2teP+8YKbzYbrqxXBWS6sdEpdrCG1eI1vA1cXV2SeG0CZVqDxkvX1DTFZ9VozmdA0DZNJhXeTnjr2Zrdju96BOGbnM5C82IsRxjdVMv9wbidfyvmBXNLL4Mct6Y19ZkPhWJYMrqblhpKyCwfa8JeN14LuND7G+YB4IXqoSreAvqlb4LvfvsOP/+4ZFzct670570Ws6KHrglXKqNEieqe9tgMgrgN1dK2VF08nNaEL+CR88sU1s6s9d+6ecfbGA5bLG5bXl9xcR16sX9B4cCnyxecvqBvHrPGcLqbMpw1dtF5Ok9mMurIGlrOTYxZnD5kdnxAWE5AJ09kJ6ms65y3y6StSM7XOw8kqqCARNHOqOk90DaEN0G6Iuxt2zz/jxae/5PEvPuL5F1+wXG/ZpUgnQhKHjxbNRhpUW6K01HOhpiJ2icXxgj/+y3/BD/6zD/j8Z3/H/+t//t8Jm0S9aFhvN8Tk2IizBHunbNsOv8+mpFMjahHhpk18vrwmxUs8ggTB1T/n5Mjz8E7DG2/f4XRxyrRZMA87aoTrm8BPf/x/8Dd/81cwT8TzY8LdQLcWum5O7NbEkNipAa6qmEsvKKquB922S3Rhz77d5mBeR9e2dKGj2wttq+y7yL5L7Dqh7Rz7FvbtfxxQ/qccXvem3Vmo2eSxV3BNy5nPalarljaQfdVYUDfpSLYtAd/5osnnPUgAlQPZ7rpAlRwf97J9ztmbD1gul9xcXXJzFbJsWyrZ488vaWrHdOI5WUyZTRuLxBfZrifUdcX85JjF2QOmxydMFlOQhsn0BK2KbFv7LGp71VSIuxNRNXP/1iSpiW1A2y1pd8P2+ee8+PRXPP7FRzx7/AU36w27GAniiLls2Naqxkp8JVDPPRU1IcDiZMKHf/7P6T55zGdfPOGzJytSSLiqIoVAUgiGuQjmp5U4ehBiVkcXE5tuj+oOEOuC5IS6htnEM19MjarAVVQ5+Nd2keX1JUcnp9RO0MqjdY1GUPXGz4sOPtzCq1AKGzJwGiinHEROOW6RQThBiMK+S9kfPGi6/+DiiErqrN2Zo/2ABEStWeK9u8Lf/Jfv8/NfXvDk2ZblTWKzU663O2IKZjYEOyOt7QJj1ExgAyFFgjqL9mVi/NrIk7jutlze7GiamtOzBQ/fepPPP3/OzX5DVVo3B0E3Su0T/sUa0g2zGuraCHJSq8xmgtTKop5yNF+glcO7irPTMyazCbOjBc3RMfVsTj09ZjI/RaYLpJ7ik6eLiWq2sFbzIdCtL1k//5QXn33Mk09+yeXlkheX1wSFTq0KKaVEDJnUJUQSFa1f8Nnqmi8e71k+t95uH357jnPXbH78v/G//I8fcbPzQKBdtyS1O0/sqLMTNThraw7Fn2pPuN2YH8n5ClKFl4hTpVsHIBLa33Bz8oLj+Sn7jVKLoqx4/vgztGuppzPqakFqEkxrUpiTwsryPKF3L1gZr3V6VZx9lpSke7qwJbY7NHTE1BFiSwyJEBNdtIU3BCv53u0j++7rDKSVcMfYWBxMTTRRN3D37ozNJtC2iTsnDSeNcLVt6VKkC5mQKilV5m+OGTTqGrouEtVccLvO/MIxKd4J18sdlzePaZqK07MjHrz9Np9//pSb/TbLtuA6QdeJulL8ixUkZVpj5PTeEztlPnW4WpnXE+bzI8v39TVnp6dMp9aEdHJ0RD2bZdk+wU0XuHqKJE8blXo2N1AOgTbL9sXnH/P4k19xdXnN5Yul9RZkJNux+DITkYbWz/lidc3jxy3XF1tcjHzvO+eIv6G7esKTz56RPRykEHM2gBhfRL7tqTwGHdWoZKtKyuKow5NKnSIENK3o6oqmaoihOAI6ur2iemStpsSjTi3woA7VUQfrg+evgxxokY8CsmmUy2vX0AVhvY15KxllOPxDA2nsEXX4ZFwLYwIQnLMmknR8+72G97/zFlE9VxvPj//+gv/+f/qU55vAtrUp2lRC4x117WlDIO6UqXiUSJcStausEymWUF5hjF9dMg1puepoJhvuPTimWzk2m11ucKk0OLpgmmBSZROEurW+U955VltH2gSc7nC6owsKXjiaP2FeOSaVZz6tOT6aMZtMUIFmNmMyn9O1nvW+w8/OaDvHlDXSLllePuNms2G57wjJscuOCXFiBRoJorP2JHjH//dnSz67fM6DxRF//L0/4me7X5H2N3yxueLpxZ6PfvJzPn6yoguRDo8k1wf9RCGi2eQSC1CKM8aqpDhxdMXkicZ8JqpIZa4MSOyT8Gy55smLDSl6NttIwHH3keWJuqo2bSXNoEngTCPRGHJp6LB6W4DRhDQlMdL1VONcTXKeFDZoFGMbq400J4ScUqYxt692hPj19UgjE1MLdn/LPBsq1QRRZT71LOYWcPrrv3yPqYP/4X/+mIv1DbvWXC1NJTTOCmfaEAm7aLKt9LLdpZRlW6liBDydRnZd5HoVaCZr7t8/ptsI6/UWxOFcohZHtzdOgpSUdZbtyiW8eDbqSOuA0y2CybZ4YTH/gnnlmdSe2aTi5GjOdGI5us28yLZjveuoZue0nTBlA+0NN5dPWW7W3LQtMXq2mqP0Y9mWhGQL8P/42TWfXz7jwfyIP/rgD7NsX/N4teSNyz2ffnbFattmc1xyOpUF8ApFQQ+qBVUz8FoKVs420UErRs2to9hCtmsDu11EVQjR+lP4Oneg7sHagLdY41YXOXh1Ibsa8vagSCocuUb92VeolYwdrzgvPTiPXRNfNl4fPpY6t0l/RdpZL6ke1ZpPnu75d3/7OX/3oyVPnsIqtFDXrLqOJEb4vIsK246UlBjgJmTWJVVoO2aTOhNiCKcnR9w5PWN19Yz5aaTr4PPfbLhZt7zz1jnTquL586Xl5Xpv/Y1MJ8M7rNWOJKrcDcF7bykmIrQJQgvrLjL1kVmT8Nc75ldbvKuszE8D00nD4uiE9W7H1SoSY8Os6ThqLFkkiODrOS4kUtoA5kAvnALildQqyTc83wrTOGG63LP6zSf8V3/zL/npz/6W5nhGColv/dGMd39Q8QfXLZ893fLk2Z7lWmk7KxndY6kxBI93Nd7vrT0MRvCMBshR07rydK3gEtRSUWlC45QudAie9b41wncnvP/Bu6hLIAmn1tE2OSPJJuXc7B507ZlXWlZ/7V0OKVrLliQVAWccGk5xUayjrYhFzDNLVEolbetrGuNg2UuBsxEKI2z3keubln/9b35G2gurEKBqWHeBJIlWBZ8S7PYWTIxwEzvreKRk2bZyeQFOT4+4c3rK6uqSxUmiDfDFp1tW64533rzD9KTmxfMbQJj60rXWhMo5pY2KR6l8QoIpRCG3KG+jbblqI5MqWuMB3TK/2uFcRRc6VCOTacPx0TGr7Y7rm0hMNdMmcNQARAs4NXMiStJNDhoPsu28EFsh+gkXW5jECfVqx/I3H/N/+5t/yc9+9rc0J1NCl5gcJ96aTti0ifU2st0F9sHArydAymAs5LiKDAy1kq054wexhV7UWP+cJsC0b8ERUjT6RoHZ0dQUM8aZ2KYYSbYcX5LBW6KgrliVGXHTQOmYv8i+4IS1CRt8vl82vpJ7oSD87U6pxd2QcNxsKv71v/kZv/p8R6sdoQmkoOzXlnxTzUwjdZVHxGefo6nkMQcqRGCvFvlGhc31jk8vPue7b024+8jIkTfbCcvLxG+evODtd854+N59nj5ec32zhRxhr2uPd4nKOUSjEUmba5YUHVXlLJIuFZt9Z5129xEnwjpX76iKuS52gWZ7ia8c21atq4f3+GjVbV1MnJ8cW/L4emMs93mkZB1hU1dzenaPv/7wWzy484DJ/orJrOHs3Yf883f/muvLJf/vf/tf83//r97krXuedi88f7HhiycvWK12RPW4eoZvrEVODJ6bm5arm8Bq1bLdR7abyGYfrDxToe0UKvOXvdi3LI6muKpF6HAO6lTRBcfZ+Yx333kPJzWauSREQHyVrQhr3ud6CrsiUOYe6oNM0XJuo2IVcd5bl4mDaLDJjSt15V8n4L5mDF2BTShDFJ4+3bJu1bhXq0jqYL82vtZqpuDM7BZxeBw5qXQk2469uj7FaHPd8tnFE95/a8qdNxLbbWKznXB9GfnN0+e8/c4ZD957wLPHK65WW0tdU6irCucT3oFTK6mufe7kliwjIQCJik1r+bqrfcSJYx0SmsKQGrVtudhc4ithG0wJojLZ9s7TxsT5yQm+Cty8QrZxSuqsE8Nff/gtHpw/oNlfMZ01nL/7gAfv/jXXl5f8d//Nf8t0VnN0YsrDbh/ZbPd0XbB0NectV1kcmoSui7RtogtWEBGjEkLqg1whKZoJ8Pcp5BZdJfsiWtVsgmbimc8XhNLNIavHpTJNi/Z7a8Et7w7Yw0j2PstGLyP9bk1zL3v4qo4ov3WiZInW9TpAFqCkjh/+6FNOZx3/5HsTlrs5z647NtOO1SaxbgPHdxwyTXRdIsQA6piqIupIydOFRBcs33M+bdhvdixmNdfbjherPafrivVGUQezUyHEmscvrpgvaubnxyyO5yyvV2y3e9ouoSFatwgPTUgWdMvukRQLfV+k8WYipWgpbzEXChTvTFNVhNgizjFtKro2IZlPIaVIF+H5xbXR5DlIWpru2QPoOmF3rcxY860fTHj4xoIv/v5nuH3D/vKY6sGbhOtnzI7OefJsygfvn3JPHA/vBz744D4pdWhMNpGdtcim8CGocYp2ybFrlf0mslrvWK62LFct7SZxsw2ELiBB8ao004kFHaczHjyY8/a7dzm5G6l8sBYk5qqlktrcBrHDe0utSz0YlWCDVeiZqRYJ7S4H9mxhShhvbpKBvcwIdIIxMckrFMyvbYw12+ETVbhZ7ak8HM88bz6Y04iy3gTWm8i6jRzdmSDTQNulXM6uTBREPZqE0CXaSJbtCfvNlsV0wrXuuFxtOV3XrDcRdTXzE09IVZbtKbPzObOTOcvrG3YbqzZMu0TlyLKt1B7r/IFQZdlWiTTerJ8YE1GE5ErurQFUU9XWpcIJ07qyWAQcyPbF82vabm/Wz23Zbp3Jtq751h9MefDmgi/+/udo27C+OubkwSPiVeTo+JTLzY6zhWMqMJ8mTk8nkAzIzBPusoxInxGQ1FLvYlRSULoQaUOg61J+b5wJZAWwdP/w3jObVcyPpmw6WLf52WrxHbu+0IT8/tXyYEPQnAucP81uNS2rFzDki+W3XyHYrwXdKFkzyW1WrEcWuU2xQ5JpupfLDavVjsZXsE28taiJxws2e+Wm3bMLLdPaI0c1V9vAcgtX25Y61hzVE46niYSnQjlbeCYPprRdx51jQTVwdeFoZhWrG0+Sva3qTcX2KrHfX9N1nlkTWRx79nvYroQQlVkl+Bo2IaJ7xTulcULlALFW4U4cXgSi8RfgYr/KpZSonYWM6tqzW+8JQNvkTq9qObzNRM3ETorLGt52W3PzXDmLgTuy5Nn/838n/sF3mN+v2cmah3dPePHsN7huw5//87/k44/+V1w8hcaoAL3UqFqHYHu+uc2NWiVNkoqJlIhrwp3VwBTVM4vKEknqQH0WLMuFdi7hESqtiNIRWeHFuj5o5UkxQNjiFcj95CLZh5tXW819pYypKaIEo/lMWMACl5uNpgOTDOjpIS0L5rWy+Tsfw+R4yXdGmUFdsGCwSED2O96425COF2z2iVXbsg17JrVHjhqW28ByA8ttR5U8R/WExUyY4aiBs4UbZDtMSRq5ulCaac36ppDI1Pi6ZncZ2O9v6AJMG2VxVNHuYb8O7IpsV0ZxmPZWeFQ7MUY3l2XbFc07mbnussYmYiW1ue1WXXt2mz0dluMrzuWIfUc9wfhwk+1Dge22ZnkROQuBU7fii//x39F9/z3m9zw7WfPG3WNePPsNxA1//s//io/+9X/DZFZlchhzJtiRh6EhM3vdcu0o5h5sGqtGY0aPQ4z2kb3FFndCibEjBMUxy/txeV7n5jt5Xo0ybW0/B+dQ8nnLR8VfZMBrjgD7cuy++KrxlZruQWQvNx205G9zQocIbSts20SrLdttgs2e6WTNbFozmTv2Qdm2gflkzrfefUAzPeI//OqSzz+9Ynm5ZTFraDRxej7nfOaJIbBaBzZ7Zb1Tzs7g5NTUeY3mJthuO/YhZoLkxNF0wmJ2QlMJ58cborOHLLFltwksu44UBZeUmsS0ckwUQkh4r0wq8/PUoyt3GhGMPNm5xGRSgwbbT/8QkpVHK7Sd0Imwj47lFk7O5rx53uDCjhdxz7031kzu3+WNu98ndGuqzSdcfPGCZ+0R77zxHm06YuIN8ISG5IOZjlpoEK0LbfFzSfarKw5DSfpoVylg6H3mQM+MnGJmQ7JgTYobxDe9wEnuL5UyWFbFJMv78TB0zRWDc4dpDimnyhUaUDQnr+dcKiNFt4aBXyOHOTB2Jbz8eXnVZK3jRZXttuXyMsv2pMg2bNuO+aTh2+88pJnN+eGvLvn8N9fcrEy2a3Wcnh9xPnPEEFn3sh05P/OcnGDR/Jdk2wqMFtMpR/Mjulo4PdmhUuO8InGfZbu19K1etj2TVGQ7mWwDVYYGUcVrRPB0XcBJYtJUVg4eE04l44uxm3lVuk7oxNEmx3KrnJzOeet8Rh22XMcdDx/tmd6/x5t3/4DQrfGbz3j2+ILHqylIzdUavA+DXilFuQGTSQg5La9/IhnjDsCZMSh+iS8+W+HqKiTHK4aRRs9Ybv12cKkeuAhegajSg61Q+uiZm+GrofcrfLrCoS/XDYEQEjEGVhvl8ZNL2mACFZNpVWGjVPvYRxeTE643G7YXOx49OuNffXCf7v0zrpdbNrs9z1+sePzZBc9/I5ZYT267I475Mbx7/4SrzxOXT7e07DFLzlFXjrNjx5//k3c4PT7ii8dXxG7Ox59fcLVtIUWaSU1HYLnpaOoKp0q1g4lz+MpR+8RR45hWMK08VQXOG5+vBAeS6NrOOrA2ntCVNjY++z5rUqpYd4ltVM7unPOnf/gdvvXohBOf+NGPP+L5xVOml5/y5knLvfr7sHpK3F2zunpMdA95/mxH8G/QysQ69ApAa1qkBlQ8mly2hvIqq8b/ZlFZMx2LMEkRvFKkmH2LqkClKB6HIs6jqUNdBnIwIe0BOzGEOvL+sw8+pWTENVgqjeS/JbsOTBhlJKT0ed7FL/x1jtuAW+ZZYZgKEfZttizUWsC0UenWiWoXUczETeJYbrZsLz7l4aMz/sWHDwjv32W53LDZbXn+YsPjz57x/FOr1EsEk20nzI6Fd++fcv1Fx4unV7Tss2LqaGrh9Ljiz/7JO5wdH/HFFy+IYcHHn1+w3u4hJZpJTcCz3LRWuaVKtdMs2+bzLbI9qV0uD1bLPQ+2OHZdR1VVWbbNJVGah4qrSVqxCpFdMNn+sx98m/cenXLslR9/9BHPnz9hevk5b50E7lffI6yekXaXrC+fkOQ+m82Wo8ncZJgCdTllL8uBwECAVLBLpQe3/GBe4QRipBxnbbXXBxK9z0yGB9zz5r7K91oCTEVGesEoygxf/tsvkavb47fy6WpOCAbNkedETB1t13F1HdjtE7u9USB2MeesedOMHZL9MImqmrDvEle/uuDnH79gPq+tc3DTcPfOGbttZFl3bFcJ3znmtXA8rTnVAMs17919m+pya6W8QHQO5+H07B5vHp2wurnkD7/zFp8/ecJyXdNMKq6v19xs9ixmFbXAbgfbzoJ2axTfClNvzRQ7iWwrqBthMvU4F2kSNI1DUiLS4Z1Y89bOHkGXlJsOLteBy3VkfjTl3bNT3ngwJXaX/Icf/ZLtLhGCw62mnDQe3S5J2xXN4ox7jzxuC2fHnvn5Hbwc0bFGZUnTtaS0w7nWnrsffGrW4LHByQRVT5HI3jBLDoioBjRX2QkeUW/Ef5kzQf0EldzmM7sMEtEyVrJ/W1Ms4mZ+PxKa2wSl2KGxw5EJzvXANgIRM1djzKaf8epaffpvI32/+1H0ey0LVY5fhECfaYEIIWGFEpnpTrDATwqW7bHrEte/vOAXH79gPrfOwCbbp+y2geWyY7uOuCDMK8/xtOJUI9xsee/uQ9zVltR2qDiCE1wFZ2f3eOvoiJvlkh+8/w5fPH7CzbqmmXiurzfcbHYsZg2VwG6vWbaVDQnXCjNvPCidRDY11LUwnXpEYILS1JYrm7SjmjpcZbnmhXNi1SmX644X68jiaMK7Zyc8uj8ltVf88Oe/ZLNLxOCRdc1J7dDdNXG7olmccP9RTdpAU4OrGwSXraKIaOwVgh5N+6KIHGwVoaRNFUwdpEuHfz2IMpoARQJHADoOguX9yEvgKZCKu2BgICva8/DfvO0IXy22VtLHvny8FnTHJ1iqMmKwiGLXtey7jtUqUEtk6hz7LmQNyMpFkxbzGLqgqAScN79zFxLXy9aY4FPL8+sdde2o6sR775/TdcrNxQ0Xqz1dFPTjyMOHgX/6Fx/yix/+Al22cDrlwz94n1Za9k+fsu9g8e1HXH/8Q+7NPI8eHHN9NLXW0S1WL+8so8HMXYvouNxtLiVht4flWnGNWoltUuaNcDQVThfWlDImx3YPm71yuY4E7+jEMT0+4sNv3+G79xZsP/2E5dUz2s7yYY9mNZOZ5/rTHefhE5YXzwnS8qOPrpmfzPnrf/lXNLM7eA91mtC1x4TpGh83uLhCdU8SB1Kj0iDVCSJVzhJIvaAUoXDqerBFLR2sLNhSUsPUMhRwwej8XIVIBZlr18w7zf5r23fS0pa6hdRh8XIrhkipA+2QFCyVRxNBlOQszzOJ5MwnYeCz/UcwdABapQSTDHTLtNWidAApQNDQT/Q2YK1uvD2BNiTaZUfTJFLaZ9muqRp479FdQptYvlhxebMjREE/cTx6oPyzP/+AX/zwl8SbFncy44M/eJ9OOvZPn9F2cPydB/z41/+BuxPPwwenXB3NuLq5Zr832XYuUlUuM8KBU6tY1NzrLrTKjUZcA1VlrhOTbcfp3HKIYxI2+8R6r1ytI8EnOnHMjxZ8+J17Jtuf/ZrHV8+stY7WHE0bptOKq882nMbfsLy4IErgRx9d4ecT7tw5Yie5Jx0eTT5bU4HcFxpIZnXhMK3G8mi1xBFGj2tQWrX/YIBD7VMc6c1+LAbVb1GgW0e/HR9He+02s1DkuZStPh22N9Mz9lp6YXN4HW3pV/t0R748611kkcSui+y2gS50PHi44MmzDWlr/J/tTonJEaI92Mm0wvtETLHn7qx9NjNTIOW0kNja5N6sbphMza2QVNlHz9NVxM+ecn4f/ujPHvH8kyve/O6H3Dx/yvLJrzk5n3P39D7t9SWTqxbWEaZrjr2nbTtcEuqjitnc03ahbzczp8J3gUqVRqy7Q5fgamOlfV4rlkQqp8yaSFNp7qAAkmp8bKimLW++e8wH77/JnUVg+fQ3bJcrQmozuUjFG/fOaddrNilxc7rnkydXbLeJDz484y/+6fd5481jpDHQUyqohJRO8NKS2hWiLZVgAS/xIDPEVSYQGihdTUukNedymbmfAbBooeYSGFXNSIWp0VjqmAwmknPOMjyysJm1F3L7lw5NuYwwCyUcsjG9NEZVjV+VWvN7HZnAunQRKK9N49HO+IGds89jEmK0fNHptMJXRoTdy3ZlRS2aIhoTbVBiaxVMm9U1k2mVZRv20fFstcdPn3B+7yF/9Gdv8uyTF7z93e+zfP6M6ye/5vR8zr3Te3RXl0yvWqSKsN5w4h1h3+ETNEc18+hog1h3jxiZU+O7QK3QUJM0EiJcr1OGC8+1JFOaGpjWiRShCwKxwqWaetry1rsnfO87b3DnKHH99HO2yxUxbcFXeK88up9lWyesTlt+/fiK7S7y4Qdn/NGffMD/49/8Pd3GAvLgrCcaimCcvaJkjbPk5pbcZB3J8gEkwnjRLmKU0fgliJay2WEjyUM1RQaFtliNaQDfXkzy/g4kV6wzseTTUizF/cvGb+VeKBPE+7InY4oy31zE+0Qz8VTBBGk69XRBkM5yFWM0cpt+IgvU3uXJacn8Sc2Xq2qUb+t9B1IjfkrnWqJEPr1Y8+TFr7l7NuGPPvgjzt55wNXFz7h3t2G5XjKfVaSl4+60QqIwCZFpLYS7JwRxrENk07UkVxGDaSoTPN12z66N7HeO66RcJiWKtQZC9iQx72rXguwrS9JGmXrHyZHn0cMz3nvrhHr7lNV6xefP9uxamM9KmW5HuHpB6hqOjxY8fnIBEvirf3WP9955yHw2NT5Uwejr/ASPI+0CUs9xbkafxC2lGUiV72dCU5dXYLVkbi1afMyAnFfsZJNNVDMQF4HzvS/Xer/dSg8TA+3e3EoB0RZNLWjIJngAiQdBi9ugWrTJsVz9Yxl9coazYg87NctoMW3RCFmmE0cXoe0SEpUQg7lMnPn+nVgWQam2Mtm2DiVJhdgmVvstSIX4CZ10JFE+u1jz9MUn3D2b8Icf/CGnb9/n8uJn3L/bcL1Z4mYV8Ua4M3X4AJOQmDSOdPeEThybItti5ENFttvdjv0+stsJy+S4JBKlBILbkWwn1nsjdPKiTL1wuqh4+GDBt946pt49Y7VZ80Uv2844EEayfXS04MmTC3CRv/rr+7z37n28n3Hv7gw/r7OV5gFLBasckPsSguWY56fRvxTOW7LGOgTSxkqDHmiffTxD805eBcbZqimLrX2kma7V2JqKvGuOWZSuyb1lJGb13zvxGZvtPLYdPL7YfKmsfQXoZsQXozkUUXwlaIK6UarG0yXl6qo1nI9CilbyqQiuSllTl1wnne+By4q+OionFkFHwTfs20gKgenMqkv2IWRVvaJD2cfE5mLPg7XycDLjRdijmzWTiedoAffPAuuTSHoROd47joh43fYN62JVE1IiVUYe0nYt2yqyVOFiG7lySvKRBqjEql4QQdWMFieJxidOFzXvvHHKO4+OmNXK6voZbbvBzSrW2rDBUVfC+nrN8ekEgLMHE9769px7p/Do3iMWswWT+piQGlptqcIOPz1FXZMbf7Y4P7GkTFx+0CCSchFJIsQWvEe0zitt0WiDCTQ1uYWAJfEX06kXNu2rbZQMnDkKW7IZVEtOpebAWjRzS4P5jFVJGimdVBlZR+NRgO0w8fzrGbcBv5SUeiVr4jkXOQwTPiXjkVC1dC1jJnPErmSSmGwrgqhQO4fztpDha9q9BZ+LbLehdK/wWbaV7Yst99eRR9M5F12AzYZm4ky2TyM3xwl9ETlqHUfS4VPCVw2u8qRqQqeRpJ4QIm3XsfXKTe14vk1cu4S6RC1QaUnaMtkGwUmk9srpoubdN055+9EJ01pZXz9l327w05pN8mzUU3vPernm+NQaZZ49mPL2t+fcPYU37r3J0WxC3Ryz7TzTSc1Ca1xlwTQRsc69VY5FZIfAoMfmyEFOU3MlK6BXEvLin7cvvMcHZv8t0TLgzEfJ24/fF4AnRVRtDmhKKJ7SyUOzVminYdlb5gnIAWoVVCPVTnh88Q91LxjlD5YDlx+MA/FC7TyTWcXx8YI3Hp5zfb2xSqpna5692HO9DGx30HZWReL80CzO9hHR4Ahd4OTEGs+tdx3OOWov2ZxN1JJIzoFYaxgv9qA++/yX/NO/+hOmb/45P/nbf8+i2+B3W+7MFjz88JgvfnzN5fOO1MFcPRIFrx0VCS+OCLRRaVNgJ3AdhRcC6Vh4WDVEVaImKvGjlszKYj7hfFHx9oNjThcN65slF1dr2mCVP3OUimDcCeo4PzmmqoTK7/jPPjjj4T3HybFnUjsqX6FerC22gKZdZjFySBY6qaYk3xjvqdHf5NxpiKmzZyOKizkVTABJCFUOhJEXzjgAI5GE611HTp0REvXmmnV/ds7cO5p8dlPk7hk6ALEtzPFA0A86ro40iUPhd7w6Mf3rGSUfU8QKUZ2HqvJMJjXzkAht5N1HFYs6crMMbHeJfYfxhXgOZNv5BMGyXI6njjZGk20v1JX2rpqaRHIykm2bjp9//gn/7C//jMVb/4Qf/+3/ySJsqY533Jkf8ejDU7748RWXz611+UwVF6BS8GKFNBGhi0qrgR0m21cS0SzbnRpHiRNXMAyT7Ybzo4q37x9zupiwzrSqXbCKzbnYMVBTLs9PFtSVUPk9f/zBGQ/veU6PPZPaguo4h2savDMlIAGoZdaYCFTWr00HN8JgYUl+HkVRzQel6MEj2TGnOyXrBiRbZ2PgyykNvdzSu8Gk/L6At6T8uSk2KoXkpigtY+9wr47QBwa/og3VV2i6pfwz3wSGyWQeGsFVgeOTyOnJlPfemdGlO2z3LaubxPKm43oZuLza8WK15/KyZb1UQrA1NmgAcdxsheVOEe+YV+QVxm6q9w4NxtNJZWWyexW+uLjk3/7b/4F/9df/gg+//W1+8tMf8suPP+LZ9oIP3j7h6tjx9LplVtVM2o7JDhado05G5rJ3ypbEuhJWkljTEhaeugKIJLFbWo/y+uracXocOF14PGsuX1yy28Gu7QjRzjEEZdE4KgfHE1jMJnTdlmamEDc09ZymmVFPFrhmgatmUM2QaoarJiBQ+US3W9G1N6jOevB0zg8+dhVIHi/z/KhCzmzIDn9VLACACUcyCZZSDqal8o4idbYfNS2D3LK7NFrUGPLn2S1UhP1LhvlFU9aC00FsYFByvz73wqtydIuORX4VZxkWVeWQScVf/Ok5f/Bew+oGlsuO65uOF1c7Xqxari73rG6U2EmWbfNRrHZwswPxjlklmSPAhveCxkRdeagq2r3SquPxxSX/9r832f7et77DT3/2Qz7++Gc83zzng7ePs2x3zFxFsw9Md8I8jGUbtprYVLCWxIpgsl0b+FUY2FQFt5LJ9slR5OyowrPh8uKK3V6zbNs5hqDMG0/llOOpsphN6bodzQwkbpjUM5pmSjNZ4Js5Us1xOkVcbT7ufE9T6EixRdUCZuWOD4BLpp+s8nNJIx/u+F//MC0dsn+KeVF/yZiyz4eQVwHRxOstr9tyqj0I/0PCEq/PXkiW7tMvOZl0w5LGS05mwvlMPoGnroR5XXHnqEXfqAlJ6OIJXRTWm8hqGVhetVxcBZ48veHysmW7V86Oam42kXYHlavsnomZrU3lrdU6ILXlAwd1/PyXH/Ps8We8/+1HvPfOt3jv7l9ys1xxdfVrdFrDecVlrHjWbohdZBIdDUrtBNc4uhSgrqyDcCX4Jmt2OvIcFTPTiZlDMRBa4WLdWg+wFLAKLOuGsdvtmPia44ngqw4NKyqJ/OD7D3j7jTPOz46Zzo+omyOcm5BcA9UcqaaI1Layxx3Ly6ecnt7DqfkTkaGSq9cgVfHeGmU6rN224XMOGHg3PKusxSUNJqRDUgzgjH2pKKtOKEHaIlP2LCx/c8iffD1lTQ9qevjZ1+tYGMaXFUeUmXTwjcDUO+4u5lm2K4LO6cIJbVI268RqmVhe7bm4ann6dM2Ly5bdHtxRzc0mZNm27tWl+KCuPHUv2z7LtvDzX/yKp48/4/1vvcl7777LO3f/ktXNksvr32TZrrmKnueXW2IXaaKn0WSyXRXZ9gRNSO3wtWTZzutq9lmrjhaWlAgtXKz3eJGRbLss23umvuJ44qiqgIaNyfaHj3j7jRPOz46ZzRdUzTHOT4gyAZ2A1L2/Gw20+zWTybR3xQpFqx0FtoQ+PVJcLg9OkfGDKWb+eKkc3pW/RiW7PeeHy1op2UArWvCwn9erA1/+7W+jRnxFytjAlmOUahYgsEXHVnInHkli5bPSmSNCBSdTRGx1nTaKU8/duZLuWNXLLkW2+zssb1ouL3dcXu95crHni8dblleJNkjOjzQfrCTrp1T5mlqULlqb6RerHcu/+4wf/vhz5pOK85M5xwuhnna88bBmu3dsu5pdJVxedThg5oVaFO8tjS2SqHEWpc5pQAlrXRKyYIomfOpIEtm0azSAd57aC1VVs13vUA81xi/gnQUrqjryX/zZd/jOd+/TVJ7JbIqrZzjXIK7KLUcqE0wM1FWUs7MTfNUY9V2u8Cp2nSYr0RQRSIHCcWuAnP1jOkr5EsFJZb5FSoJ6DrZlSSl9pOxNLpnMC04uxhz8Xr2BVlwEOfIkQuYrMkV8PMPz5OiBPAc3/tEMHU+YfK7F9BRAoi06mhCZ4sSIlKa10ZGmGSbbKbGLkd0+cr1subracXnd8uRix+PHW66vIm0owbrKOigkJYaE90IlSoimVFyudvz7H/2av/voE+aThvOTBUcLoZ4GHj1o2Law7Ty72nF5bXSes8rRuMyLQSRJotaRbGMVdnVdW9ZsDqr6FEhENm1CA1TOWosfyrYt7JVYgLiuO/7kz97nO9+9l2V7hqunONeYVSYel4zkqpj2oEwmk5weht3cEVKZRRRH7w8tbPts5LLqH9BhutfQcBIOA222bSG+ORgH2sAr2veM5Fd7c2/8c+mP9zrJ/oqKtHwZqmjKXSMoAQTtVyJVixhKcdaIs/K7POm8DH3IvFPUm2lzPBfunSbCGx0xtuy6xNVKePpsz5NnK56/2HC97NisyE3moMvccnWmeOuoQYKxy6/3XG22VFhC9vlZw/FxzUmtzGuHp2GzDlRecS6V9c3StVMRRqM8TF0Ar6goTjyTpmI2sV73Dls0vaRcyi3Mp8ZH672naTxtapk3nj//i+/wwR88YjKZ4XyO3rrGTH1N5g9VS59RvGUEuAr1DdEZ8IkrD9RlxnvQqLmBYNZaRfocWi2rd0G3LEy9yIwIZJWQqfPKyl+q3YaAkP3KfFuJwJAwbqDbk+eJaUVJNJcDl/Yndu5kHlLja9Cvcn393sdt/Waohhq0IBWTAc25mb6UPHsxjmmgFjheCHdPE/HNQIwt2065XglPnu14+nzF84sty2XHehWIIbGNEEJEECrnrUMHDiUQYmK76nrZnjRwdtpwfDzlqBZmtcMxZb3eY5xIKc9HYx+LyeZoU9u5agiIz7m94pg0FdNJ9kejiAdHhGRl//NpY2xzvqJuEm0KLHzFn/3F+1m2pzhfoVKBazIgKU4CwoRB4yzVYa7nyC1lt0APgpoU70yuemOpLNpmipUPD57auPpx4FAoBRi3me3yfJKYFRMdlIAyb3qFIVuXUuaCZp+zJbgNJcUZ/L9Cl/jt27HaTMwAXKj9hhbNFu0rjFKStxkLsQXlEPNlWcqK4kVoqgaPJyHcOxO+9caMkI5pO2W7j2xuWq6u9zy/Cjy+2PD8yZar646brdIGtfvpK9rOsTOPAdu9cvVFZPpiy4P7ns0y0O2tsWKSZDR5YtVG89q6oKomPGppP9M6+4qATG8oKLWraWqBZJpFimrVPL623E4iXVCOFg1/8c++xYfff4PJtM5mOXnVdyiWJkdekIoZpz1vgQfxOFdheYu10da5zNSV5c4UTGNJQzyoolFwaaSp9bm8+UH2EYQssrekxEC7RGZ11H79FSt4ngSli0TJhDARFETiaBJkLUMOJ9k/ljEEAPtP8muZUA7BHTCu2RgsBu8GCke8IFWNx3MC3D8TvvXGhJCO2LfCbp/YrPZcXe15ft3x+PmG5083XC0DN5tEG3LZt9TsW6ENQuNht1MuN4HpizUP7tVsblq6vWmFEXNZeLHo+3xSE4JROjqMkKmeGpGRE5BkyocnUfuKSVVkmyzbLbWvibkIJwTlaDHhz//Ze3zw/UdMp9XI5VQsH9fLdvnXS4SUV5fnQunhUe6zKTnlHZhW2d/vlDASJ3pMKj5ZGXYx/uPWQx6e9YE8Kwfb39ZwTRnJ7ouDhSBvVahMs7tm2ny5RvGVFWm2Q5uYCTNFxvy6Q3BE+pt427Nh28R8o+1C3OjKjGpxgteK2ikT1yLUpKkjHoHeicTYsesCq82M6yvl4sWOx89WXFxuWe0arpYdF9cd62SkSkkhIPjKs68qLjYt3d7aSxMsoDGpnJWvxkDlMksY4MsKhmKdRz0aOvzE6CJFjSIyhUhdO8RbClBUJYTIw7cX/PlffJvvfOsBk0ndWwRQ3ASZ+csZZWPC9eaY+MrAMwtwz+1L1q4wkDcyGVvJu7A3B0ApPMjPCnS0XfFT68Fz0ZGwDUG6lDM2RgGwIqRpAGCL9po7omi9hxpFCVD0InIwD/4x5Ol+qV/3YJsypY28uvggy+9Lk9WymyGunjMEZIJXT+MUnHVATtPcZf3uhPB2YN9FbjZzbi4Dzy/3PH625uJyy3pXcbnsuLhOrLe5vb0KAbJsCy82iW6fqHxFCMI2JSaVx6mibizbiu8NH4VkREoaOtxEqF0qhWKEGKkb6xQRc5uaGBKP3p7zF3/xbb79rQdMJ4MyQQ+i+V+WbUu1NEVMslJht6Ys/himZfm1+EXxzeYGkuOFuvxXyel5NiTdkuthy/5ZjN0Po6dLUSbtq2E7pWw6LLoOSxk02U+jIwzKS10p984nXypPXwG6ZlbaNMrBGZFeAA+2fUmtHqvcRe0fTk5Kc0swd4V0diHFfBdHldN3FA9VTeM75lXF2TRw58jx6K5ws6q4XAeubhwvrjuubxLrG8+mTWxapZPIcm0cCXhLUTEaRlD1OO9pu0gliYl35ovNgSoBRGqmtad2MKugcSWHT6mmNckl2lbZtYn5VPjB9+/zX/zpt3nw8JimqnFSUVb4KD4vMEYMb/qR70F2dKcw3t6sIWq0JK/s71NNuSrNhCRqQmKbhTXHZNWCaPhsoqn2wbdeuHrwHBZQy0lMvUClXM2mKa9kpTsqGJl0ThynAPRI/mybPLnEgheScisVjbTavE78fuejn0+DYWqf68gYKOCaNSrNi5/T27Jd0KMsfrY/cYB01tomc04IRidqJSnW22viA/Oq4nwSOD+ueHTXcbPyXK4jVzeeyyuT7dVa2Oy1l+2bzY4uKeqrvtW4ybZk2U5UApMqyzYm2w4F8UzqisbDtILaRUSVoNBMaqKPdC3s9h2LmecPvn+fP/nT93j48ORQtp0byTYHsm15uWWBLcjhsgsiZbnId1iL9Lp8x3O4S7+EGazgTd8m/fDhDoBZ/i7KQ/lx6reTwx0e7G1wVYy9vDraniw95pJzOfPny8ZXgq7VP/eZbf3nqoOWYOW8aqxEUlwMA+iadjdyXL8s0dkUTX0wSPpSQHraQFc3eNfgfYv3wmLecPdsxsN9ZL1tWW8Dm21r7PStcrMJLDeB5TqyO3aErrgDUn6Ogb1ahVEKoC7RRclkNoJzHvEdLS3eCa0KGnOQooH1KtG1ntk08OZbDf/5H7/F97/3JienE7w3rX8QEwPWJOD69BfpAVdzkEFjyryno8CZmmumVCWK+Lz629++qk0DyyBsBQpk94mB5kDsMRLQ/AwNT3QEthGrZhu4G6wSbQDsNPpXWMZSJjHR0f/sMEW9GjIXVCFWd14nfr/TobeQ1ebhoevDvs4yWnI1k4LLGv4rZbscYSzbjGQ7/8sFAdLLdo13lcl2BYt5zd2zKQ/2kc2262V7uw9sW+VmE1luOm7Wkd2xEDqrjrIovx26U0cbhRQUdUZ6r9FMZec83nd0GvBAl4RNsHx6auFqFWk7YTZLvPX2lP/8j9/mw++9wclpjff5mnuAdCCexEi2BYqPvwcMhqyZYvZosYZ6aBhcX2UOaixxi0H+hhxw23dZ/l7lsbLPRnnlGXD79737bNCSx0DbLwhFg5ayCL90JApbg7p/sKZrB3E6nO44lw4GirRhi/HKYKP4fssYW5kv0+uVh1b2BYhHcOaDqpIlmTfTDBhzSFaKGnJcC9VMy5fY7lpW2w27Tcd+H430WQVxHu8q4zMAuuTYtpGrTctq3bLbJrabwG7nSZklbbdXdp2l1/hKOD533D1zfOe9+3z/uw95cP+cunGIy/5r/MG9Qg5DNa8IgPYP12XB05Ss4iz76F51v0QEfFNgwCY4iZTCAOY6PKtDTXfsrzWiG5diX5ljlThdD8Cli+qQdzsIK6PPXy4BHgccIpGKMHnr1YL3+xo6TKAvJygZls1+MvYm6D9QtoGSgN/Ldk6RdN7dku1opfRJXynb682W7baj3Ue6Ittisu2dwVyXhG0XuV63rFYt+11iu+nY7TyxS6QQ2bWJfZBeto/OPXfPPd957w7f/+4DHt4/p2oEcYEDB8posSna7HDtt61i7Re74XelFuDLVUMLwme4FsVpekm+Du8zt2RwaLdDdp/1wJtua7Cv2t/Lmm9vIfZacxnWt1Dd9Ev39/pA2i3wLAnvRciKZtUfSu27lA6p+26Tmxx6+r704KOX7KzPjSddzoToOVq1scmT70GFddIlCVETnXaoFjKTcl0ur9JmrifEfGXJ+ERT0kzwE+iiEeSEEBFtqGsrcZ7PJixmM2azhtrPcdRYdZYDrXpN/pCXeHgVkZcfdf+19BrhGMykgHJOzyKn/RRlwdqQKJILE/LM7gOf5bkWQpd+/xlwVYP5XlLRdoOlmumg/Y6BtfcB67Dg3v778DNBNBJlQpy+8ZVS8LsaSQfoyMVPrxmHC9UYdP/jZXuwOA5ku3BevCTb+iWyDVETQUOuGhzcPiYY1uBRNZrtoo6gkRhibp5pBFShyHYXcTRUteB9YjZrWMynzKZTGj/DSYWVfnvgtmx/9dWOxyHEDjJo2Ral+nX49fi/6BhMR3s/AMaDvVO04UGjLYpIkduU59XgIivKCa861is/KcdPKBW42Zfcka/MXojZ5WVqc+7WlVt3COoKRZ+lP/kDN0RZwWQw0Q5OMZcYa2nhwqAx9L7fCqHOK2Mcab/FDLTVRqlyw8OYNzG/Kd5KXBuZHjzpwW/aU2n0w+nAHWv+y1zZkruTGtGMuQAgm/qlg0Pvy7FKm5T9mZInioyKChKCSo1IDpwNZ9WbXn1FmSbTiPpMEWWIGzgs9pAfeRYWy16w51DIOkzLGPttB02VJEj+Rw6caAZaSdoXjaTM46Ap3tKaye3lhjRCs9ysVxpq5xEl4FLFvpoR60evF7/f4RgkUvu0OKHIVv5GB+2qRK6jBJz6/IyGPPbxSMTsO5XceTa/9kJYQLEyl1PRvITcEWTEhlUoEaVwamTZdqY2VFLxUip/tqjSrc+FMOyjv75stveyrYgzFjpKfi1CX0xQuo8g4G7Lds5cwGXZrpEeB+wMDpoilP9YECdrcZKzQ6C4bQ6C9sJglWS28uI6611a/bpWwDa7LHSAxrJRr4P3CuYYEUbzoxRUjLVbJc8xybu38nmVivQPdS9EFfPR9FqBCY3dA4ck+7n5qxQy2Yfm7VNOLXO52sm5wcwoXssxsXB/g4uCBn1HWpXUC9cwKfKzQjLY5ICIK5NheIDjiDP9WQy+oH6/PeB7Sp7gYD4Wwco3/cC3o6OdlJFTZnJKlaVnjVNo8vf5gaHJqsE0GTfcaGGxIxTt3IBTyJNZoKCwZOEa36OxEA1+20NNtJhe0n9WgDe/z8Cbklk0Y98xxWzMk2TkaoPxHe4F1KPVXVK1uC1yv7fRzx0kF/5keMkttceLnyjWpj4vTirFlz3karjxvjHLqfhu84fDbeifkaAxgsv+3pESXJiybI3NfnnoZVszGMirtPRe5rU/bhHrwdy3f0Y+lfcwEm2Vwevcg08GRbs1LjOGOVTdcJ1kDMBTcm6Kn7/A4nAzbGmwOTGAmeRzGBSrzPfA6Ab1i0BRxAbQLYtnAcYDtarXlLPlOAKbQ3/u6FkdvN6W69GDzQutuqnlLH/JeC3o7uUsPzxzF3ggCnjRDLSRSgK+5GIm3z9ddYd+r2I6DF0/8/NzwuDXyYA7WhGt80HqSV5s5GaNMtI0ZPyQhps0/tlvkx40HuPV1t4Pwaq8Rw5F/vC9NZI00HXie8A1/oKcIK6aNam8FClGSO4SkrezBbZsEU2TKeegpplKzh5wDGBqFWgZZAt4Fj+WMnzWuw8Ka9gAtikW8E09l8LYxBtr0a9yJ7x0T9URXEWq3yL5ry97IY264VmSftFDdfRq12Baq+M3z1rqyp5rkceD4Fj+5zB573PYMYWj4FsJFBfIFhkstyGP1c5sUBYUJDPCjYe43sq59UWv1Q0iP5KZksZVts7+wD44xaAAFdQe7oZDvQe1oiHvK5NV57N1V5H8DV4m7LWm7UbmPBZ8c2AWopaiGekPdXCaCmP6xXIdRZal10Rfvgd2FWm0j7Jtj7M9VhRrrf+4l/NX3FrKib58QBWPuhma3USvGq8F3ZU+wCWstbZaArUXpaT3C4FKW6q0x+uWyhsbkWWD3M5mYADebNaTQVN6jTiDrUh2FyiayblTGoBYxI80EbJaMJgF6eAhjaL6OgSU+m9/GxDuBWFoWzT+bLyf8VpczHvjr7A8xlLJ0qde9QB1GPU374W5FWy2WgBjfP5lMetX9ZTsLvQAW9i/UnZn5b3nXFsD0RIsC0gKBr6pZCMMKWMpFXAd/7ZowZnYpoDy6BzS6BpT5iONvoLqIdH99rU5/6lHzHEAyYDW635FpChmq5XSOk38fz7a8O8+2hiD1UhsCmAXs35saZThHEzqmgFY4QBhyOchh2A4/FE0xEPQLWA9doscamHjobe+v72fwlNQ1LkC/tm6knL8XK2I4975lGldIbm83JL4i/ulRp3itKYQ1pi1lijOOu1LdAsajs5Vx9bvoc+2lAKPNduxe2GYA4MVVzBirOkWYB3cC4cxCXvl4PPhs+Hzov1axekUvfWcxuP1mu5uaznOzjRScZX1CBPNlrGn0ik+1ZA807ThuIp4b63Z+6QYNVOl13jzQx6b93bjUtYCss6Y74MrktwLSI4Q9tgnvaAP/rCihQwPKP/61upVfLMFJO1YIiUDIWvhkldNbufg3YrQiqBYjyvTVD0lj1Al0tdlCwgNqCIp0Le1788AikNFUlmAivZfNkp9epAcCBJ5XSggWzTSaC2U1PJlXYokzTmkKfYabdGOU9Z6SQGNXdaEB/DVW4G1Mg7+pi/6tTxSDXT+iNDcQQ9v5O91GFfrCGT7wBXDo0QQrVCN1v7TpdF2YxOKbImUMchm3jmq9C3GZfSUC1iX3xXhKtSGaP8wx1A8OvQg24PVN2jp43N62SqjiHaBq5e3L/dDMSDJCoNw6DpJYp2zi2ZpsY4IpW1UKZtVzRpsSTdL/f25dQf6D8q9LAp9Xg76ax4ANg3gnOVYesC9peCMtz/o11bu5RCzGN+vAWDHxyXfvUSSCtwc2L/0rMp4LeiG7gZx2fxxRm4TCVR0eOdApkTniSp0IRG84GfKzEU85L5bJXI+mFGlG+z4FTL8lQaGMoAolKTuUYRzpFmOH8A4fWcYY9AdTL7DVe9VWu9YM3j5q34SFE1ahN4/dRBI5MA928txUnC5+MCVuPcwWwe/VCZ5l1uBiBHYxdJ2g/Fvi1AWUM3ug5SQaKXBSsyVIqMUsQKsKRnJS6/5Dgz6Jag2rlAba7tjk+3wSVRodQ+tmpcVsd/jSNoZeIy0w+KNtEXeau3NE5MXcRgB7/jke1SyZ3sgLgXS7JlI0dJ6sDuEUpONrJWNFoDh71s37dbbL7fcXnWzpT/n25uOZ9egZWYB7n9+AI+HXBpjzXHkrD68hKLN5o4mMiwV44V77D0Zy5PeOk6Rw+JqK5+R7/nhnChQ2R/xUMNNhwcbfnNwxQevigc3Q0eB8VeN14Lu1r2B+U3Mie+1xYUbmrhj4ndItbZkaoGYKlbBI16oahMcC6ZlTZIhWDb28Y5fh9SqRIkEStE21fW/H1p4v2wi3fYllpWtfF86Aoy2gNG5vTxegwzFD9ibQDZtzW9bggyjfRdwzkBaVtryeS+kKWXF4LBV+auurXeZpHTweUkl602oFDKJeczbWveHlF0KWlwNRNOMU/Hh5kUhr/pj00zH+38l4B4KsqqSZIJWbxF8xWsbSf2OR2LKgJJgPMPRGmrmyrEBc4RQrCmwHGoYLfy3oDOvsmUqSlHX8nsOv+Fggo5wTUb7sj9HQHTrs/9YPouxwvDbj8ON9fa7rMX2S1Kv1RalY/CYMwqc8Rr5Bg5IwjTvs7gRgN4d1s+fA6tvSAt7yW3AEDg+OOYrPrstx+X6C/20XZtH3ZE1XXjNY3gt6C7rk+xaUKqqoaah2l+RNs/owgonHbW2TGQP2tJGz2rvmdeOuom9v0Zz242UJ5mUVBO1cuAS/ClaagH6QVOUvipOOPRlDq82OQ5zYvtbc+t9eun72yA+vL/tLwOQ4buxNlA0pD7boAQIhGEBORQYk4+s6aqAk0znSParlLYg5MyXUQrNCOQYCwWK5R8P36WRFmtBs2R17X2JbwZcjWiSEQH5IJiDpjsWvLz/VwDu0GFidLdlilZ3rWz0awTdIHU2w8kl6YKkQq5tvnDJvlxRY70ICeMucAOwDNW/OoKkQSa5teAOqt4Bqg+/lIK6MmiOBXxGLoLbc/pVSsjrRjGKDf9e/l05Yn9utyzLHnZ6gBsuSSVnfGSgtTTFsrvsz5UR8JeLuT1tyyEOzngMrHn/vdaaRv3RMni+BMTDnO7vQf712DXXn8KB8iCMqSa1XHcZUn2lPxe+AnRTPUN8ha88rqpx3kPjCd7T7jc47YhscPqCmg2iQhsqdm3LtDZyGZfAKTmbwc7QMZBkoNJD06Dxaq5TzwUE2cwr7z2DkNnrGDQtJQnogbG4NezmxdF3o/v1FVryoUQUAZRc5pizE4rBqPawklhnDNHsYC/y4YRCOiuYkJIiIgaElh9ZGVtYJqy5bZaV4CCjTgSaRgB3awEZXFb572S5lapiaVA5r1fJaUzkXNw09uNqTs0rWjCoOhKRwp/78v8imiYoewPZ6h6hmSHqiQeL3+93aMksyBaFRe+zrCWj2/QklA4nwax9dURJ9Lz+B+A52jf0mu7oKQxABfZMb8mcvZeR5n2wg34PB7JwoGB/uXr1OkB+1e/k4CCjlEmg5I+bDzcD1Xj/5Rp64C0KVGFxKRk5w8/GhxMO4y4DuI3RkNu3vVzM6Bbf0mzV6gkKQPfKig7un/6IvZ95rCHfsiZFsZyu3JxUpiRXgb6i6Gk0Xgu6TmbUVUNVVfjKobo3nqt6QkRoUyLFmirmG+UTgSnrbsp8v6LSAKIE53GpRHjNhSiUtLOcCzvS4nJMabixUlZL04aT3tZwx6/mnD/8/uXy2SET4svNslcL6qCh9Kt7D77lhEtktVyC61PDyooqSZFiyjvbStU6UCQR8/USS10zfVI8WXnI1zv2+w6uCzisHCsugqLNJpxq7jRRUsTGgbFDrZWDtjuHKWKlFc+XuRZS+T2JwITYnKLV1LD/NSDxux5WVu4OXFrlORYum6Q5JYmsqeJyZ99oGmk2cwcLZrx/GwdyVZ4V9BrwAWRrMcMzWA1qXr/X3irnVd9/Obh+GSC/fvt8I0Ya98H2PcDpADR5MepN+vF5Z8Ht/ag6WLPj1SPJSAvVkZslX3MhozoAyYMg2ghUR6A5/F3mifaabK+9HgD1oMm+DOCDmxCUiEP9BFzVtwz8svEVOTvSl4t2XYdqSwzBsoqoiCidE6IKs+hIHjo/paoqrtM1tJfM6z1JlEpzGpiSc3MH0HDuFStDcoO2IAqMeFmdGyp38mpUCi8KwN7WhMuN+o8ywUbbD+6Pkn9XPs8pNH3958GUAEaaeBYkTbkIQkqEVIFqpMfkbWTgkjCTzI0mQCYr74Ex5CMW/+ot0EV70CUlNAfSkhZCmzHXAgcAW64fvQWoaQT0o3t2sA1itfIkWpkQmnOCWNeC2+lPv89RZKcsykP+smlkNl3NCvMZeBLe1j7NwWTSS4rubf/7qyqwxnE4A/QCvmXbbIX0Ox+7ugY3lW16S8u+Ba5fJe+H53lr2+LmMHNgBHSHfgBVhmBZztQ5yDASy3Pu5WQ0T7S/Tvqb1/NB9ccbySCM5DkfvwfoYRE4BNx0uG0G1IMA3SvuyQCsrwLkrHppceZ5kptaNd5LecWH4/WENwRCjKTUYlU2HTGGvioppUQnjuAb1N+jaWb46YxOYZWOoBM0XFBLGEqExUpYSxVQcRsVgwVy+rUOG6hk4CperZS9pL22WvJn7cEV1vzif5HejNHRRBte88/yDYVByMffSz6GoauMzg1VktNeE+grvpwc7LO0ONIMqiIpO+IFnKXX4AbDvGwPRmQCsafEHHym+bgj0C0BsAONVYZgGSkhSQ80W7RwUBRwHWUvlOII1d6fe/CP8ftD4E0ootbtIlVzYnOCiu/Z3r6uUSZGSkXzGs7Z7q9Zb1EcYO1nJLdpj5pNSG3xMiyVrz7OeGZnTS/vu8yH3gwvml3RZlV6UC1gl6G37PDVx5bRHzrecjiX22Dcy/novzqak/2EOdiPZKzT0YKhw7Xl6+vlf5TzZdvbwjss24fZDT1Q3jbrxyZ/+W15di9ptbcCaFlehwDaAKwvKw8c3r+RO0gP/4O6CvV1X8Q0TuW7PV6fMhZ2w0lQuFO1P7DlMUKQhk1Vw2TBfHYKybPvpiSpaeMxs7BiUSmVS4h0QEdFwBHwmWBFxOeHElGElPNbEaEqVVfOggsR7XN3RcSUzx7YzBc3AKPLPrtBgHpf8YGGUoTmMF9vqFMnV+wGTPfJpNUlamrVHuZmyCt9ytp6v+ccLJMc8lSXQTi3i3bE/HDzA87ar4wmj5nqgtIaEKaxkA1+KhlVlpX3PeFHD5wlW6GkfeVbWAhvMLax0qLndkXaALq5wrAH3PF70yCjWOmvumOqlNhrJlD5mkZP/gNfYqEUIDQOjcJKZ78tvCHe+uHlRb10D5DslhDREYiVKX0LlBgAvhx9mNbj4Fz5bnzPLBd8vK+hiuzwWvp3B5r4uAijLDz5DMt+xrXJt3alWFrogE1l9chWzMEcK+ly9N4E1TEFLBkwTWk51NgHzCkW49i1UA5StM4iyEPe+XDN5dkMgFt8vIfH6Pcvg4auZf89+BawduCmII0FXQ9v+kvjtaDbtm3/dwG3XhsQKG00RCAkpY2JOiSaekLwp3TdlC7doxVlP5kyraHWLRK3iG7wcU0V11RpT6UBkR1OdkYmIw4hWrBOLPjmkoGd8acUcRYIqdc8TXEcCh4KiN724b6c5VCuUw+2HwO1lYAXwC7XngWt16QH90ap2CzZDKkYkWKOXCvAMLaovmiiZDKUbA2x1j5lQgyzaASC6MAqVoStz17IaWnjIoaiyRa6xlvaK/n35u+N/SQY//7Ah8std4OO3gNJPVGmaHWO+ilRS1PCr5DO3+E41EC5BbyDXBQDv2RxOOdJTkjqcDRWDuBc7siQ8sIWESJSmMPUSuZ7xagEeAty9Ycemdrl6OWhj2R1UDhHOuKXxCYOPi8qPGWmDH7YPnbQB6OHYxxk3eR92u90pNPlaxmBofQ+3VLynIZcdqCPpr0kDXrr+QzVZ/b/kebK+Ji27eCSONxuDJTlGGMr51X371Wfl7+TYniER90EFWut9VVy/VrQ7TprLeKcM3+mDA/RsgmGAoCEowuJXduBm+KbCUhDGxNUDW4yx08afOVyBVQipj0hbpFoACxpg6Q1Lm2p0h6nW7xuEdchLlFpxGdCb5L0vjE3dilAX59eBGqc3TD2Yb0aeA/NgoMgnGomssgljEYeYZqKjIG3FHEo9EQ90mulRYQhgUtWr10EoaysWRsQrRh8UofnmUaarIsjDUjNFQT0QDjORzQgzoCq0TTTfG5Wqls4GEpu7y3N9nbQjFcH0uwqhURNcgtidU5wMxK+J1f/ukafPy7jAgkOcFdHfxixXgYWKVqc9Fpwyh1HevAhL2qaDICJBGczRbQAcskJ1uxu08MT6If0wjx2idknWTt8HdiWS9NRznevSY9dEFnoev1ch2OPLEWTuX5HGfyHhUTz9ZvlJ/S8BwjZKZ6BdzjWobp+aOqXsssCzyOYvwX05XrjS2B5CNBFMbntK9aX7tftz18CZQSV2lIhpco+3fiK+TqM14NuiBlss/jp6CYhlIKFAr4hJFrp8L7FOcF7T0DZdzu8QOUdvl7gfJXB8Cj7EBMxKU4DkjokdXSxzQC8wccVPm4IaYtPO5AVoh1OI46Iz0Lt1KZ4J4MwCRmURXIufobAnBHxclZDAWUYhG8kgP2Nz5GzvueT9vss9yr17o3sP+xdInmvmcVfM2AnsiynaPUgUo7rhxVey3navizQlX2vWQxS8c0W4dKU8W0A3aHsd9CGzU+csmsi9qDed5VQOPATa/alyy3tdgy+kkgK0R0Tq0UWSqW4Or6u8aojjwNUSllah2ceM++GlcK7frERhEK9CfTf9dqzmu9efYU9E7MwJAWEgGRiIgvbZTAuZjSFZpERoA3a4eHf+S0F6Mr7/oJeAuwsJfkaDvfV/6U62lH5KPuic/rNUEYro9+4/ng9f4KO7kt/TXK4fx2OcXgJw/+GDW8vOi+7Ccr87TXb/pXR6y2F+TUa7njfqJBcg7ratFwtGPDlsv36PN1yIC0CmFs4F5Mj2crV12ALxBgIXYt3RoLhxNOFjq6LtD5Q1wmpZHjIYhqCscSVm68YwUtAtaVVhRRxscWlFpc2SNjiwwaJO0SXkHa4tMfpDq9rnCScRGtZk8HY7qpVipkVVXxvh1qFCP1iIkWTHa/K/UpbTP8irwP9pD3JkkVv2kzKGoP0tetVEZM+WFjcGxZEy035+hmTslYNJQFbNOY2OUOQRdWiqaJxqJYZr+K99pqVCLX0MXMjhN4SMZCVL2URe2XA7ra2qxClJvk7RD+3Z5CKf/m2lfH7G9oDRHktpsWwjSjIwfsMoDransH1YJpkYRxxo11ntjhfmM2y+6g3hc0FYUAZMzdGyJ915MRqyEpGr6GWkyz7ZJg/Ra88mPsjcJP8tr8PY3C+DeglzauArw7bm744ssQkz+0+V3XQgg8XiERfwdkDpRwet18S8qnlBedgMcha9YGPl9sAmRe0fG0Hx9IMoOWnMgLUWwA+nEM5S7PwyVru4L74/yd7QcdFBcMJDOklWejGXAhqzRN9CLkPk6eU+qaUiDFS+eKvzL8H60paRElyy3GnBoySScGzuRaJkFok2j8fWiTuIW4gbHHxBtIaSTe4uKGKO4QWocVJwLls0jnrwOB0EApbkAdfdRHRW5fcR5hLBP62z9jepCyz+R5Kyc0s/KmDCWbNJnOmRZ4EURJWCpK3y6Cu+W+yKZV64nWXgT53FdacFhatYnB4hiVvd+wuKBLILR9vzlxIJdo/gGxfJizaf/8y8AoqM6hOEJkMQn7LlPt9D42ZZlTJPNA6zHk40H6GR1quWXJ7nWFuFFeVtQccgi/F5dU3ZZZcKFOsHtfrYRQfr2oatN8CxlpaKLUY6ZJpyJIUJNLPJH1ZiTj8cwyoA8gdaKS379VLzynLWv67BzFh+LuAFsKQwfClT2P0Ogbc2+BZlKGhDZaR6Yy3PfytFouhB9zDa9J+LUmD1ntrf0V5GO5V+d6C3bgaRuf0VUO+TsH/ZnwzvhnfjP+rja8vO/2b8c34Znwz/i84vgHdb8Y345vxzfg9jm9A95vxzfhmfDN+j+Mb0P1mfDO+Gd+M3+P4BnS/Gd+Mb8Y34/c4vgHdb8Y345vxzfg9jv8f5PXwz2Q07REAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "URL = \"https://vqa.cloudcv.org/media/val2014/COCO_val2014_000000549112.jpg\"\n",
    "\n",
    "question =  'how many sandwiches?'\n",
    "\n",
    "# save image to experiments folder\n",
    "im = Image.open(requests.get(URL, stream=True).raw)\n",
    "im.save('lxmert/lxmert/experiments/paper/online_image.jpg', 'JPEG')\n",
    "URL = 'lxmert/lxmert/experiments/paper/online_image.jpg'\n",
    "\n",
    "R_t_t, R_t_i = lrp.generate_ours((URL, question), use_lrp=False, normalize_self_attention=True, method_name=\"ours\")\n",
    "image_scores = R_t_i[0]\n",
    "text_scores = R_t_t[0]\n",
    "save_image_vis(URL, image_scores)\n",
    "orig_image = Image.open(model_lrp.image_file_path)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "axs[0].imshow(orig_image);\n",
    "axs[0].axis('off');\n",
    "axs[0].set_title('original');\n",
    "\n",
    "masked_image = Image.open('lxmert/lxmert/experiments/paper/new.jpg')\n",
    "axs[1].imshow(masked_image);\n",
    "axs[1].axis('off');\n",
    "axs[1].set_title('masked');\n",
    "\n",
    "text_scores = (text_scores - text_scores.min()) / (text_scores.max() - text_scores.min())\n",
    "vis_data_records = [visualization.VisualizationDataRecord(text_scores,0,0,0,0,0,model_lrp.question_tokens,1)]\n",
    "visualization.visualize_text(vis_data_records)\n",
    "print(\"ANSWER:\", vqa_answers[model_lrp.output.question_answering_score.argmax()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "saved-constitutional",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0 (0.00)</b></text></td><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0.00</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 51%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> what                    </font></mark><mark style=\"background-color: hsl(120, 75%, 84%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 83%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 78%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> surface                    </font></mark><mark style=\"background-color: hsl(120, 75%, 50%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> made                    </font></mark><mark style=\"background-color: hsl(120, 75%, 78%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> of                    </font></mark><mark style=\"background-color: hsl(120, 75%, 85%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 84%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANSWER: plastic\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "URL = \"https://vqa.cloudcv.org/media/val2014/COCO_val2014_000000549112.jpg\"\n",
    "\n",
    "question =  'what is the surface made of?'\n",
    "\n",
    "# save image to experiments folder\n",
    "im = Image.open(requests.get(URL, stream=True).raw)\n",
    "im.save('lxmert/lxmert/experiments/paper/online_image.jpg', 'JPEG')\n",
    "URL = 'lxmert/lxmert/experiments/paper/online_image.jpg'\n",
    "\n",
    "R_t_t, R_t_i = lrp.generate_ours((URL, question), use_lrp=False, normalize_self_attention=True, method_name=\"ours\")\n",
    "image_scores = R_t_i[0]\n",
    "text_scores = R_t_t[0]\n",
    "save_image_vis(URL, image_scores)\n",
    "orig_image = Image.open(model_lrp.image_file_path)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "axs[0].imshow(orig_image);\n",
    "axs[0].axis('off');\n",
    "axs[0].set_title('original');\n",
    "\n",
    "masked_image = Image.open('lxmert/lxmert/experiments/paper/new.jpg')\n",
    "axs[1].imshow(masked_image);\n",
    "axs[1].axis('off');\n",
    "axs[1].set_title('masked');\n",
    "\n",
    "text_scores = (text_scores - text_scores.min()) / (text_scores.max() - text_scores.min())\n",
    "vis_data_records = [visualization.VisualizationDataRecord(text_scores,0,0,0,0,0,model_lrp.question_tokens,1)]\n",
    "visualization.visualize_text(vis_data_records)\n",
    "print(\"ANSWER:\", vqa_answers[model_lrp.output.question_answering_score.argmax()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "atmospheric-integral",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0 (0.00)</b></text></td><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0.00</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 77%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> are                    </font></mark><mark style=\"background-color: hsl(120, 75%, 50%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> there                    </font></mark><mark style=\"background-color: hsl(120, 75%, 75%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> any                    </font></mark><mark style=\"background-color: hsl(120, 75%, 57%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> cups                    </font></mark><mark style=\"background-color: hsl(120, 75%, 57%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 68%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANSWER: yes\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "URL = \"https://vqa.cloudcv.org/media/val2014/COCO_val2014_000000549112.jpg\"\n",
    "\n",
    "question =  'are there any cups?'\n",
    "\n",
    "# save image to experiments folder\n",
    "im = Image.open(requests.get(URL, stream=True).raw)\n",
    "im.save('lxmert/lxmert/experiments/paper/online_image.jpg', 'JPEG')\n",
    "URL = 'lxmert/lxmert/experiments/paper/online_image.jpg'\n",
    "\n",
    "R_t_t, R_t_i = lrp.generate_ours((URL, question), use_lrp=False, normalize_self_attention=True, method_name=\"ours\")\n",
    "image_scores = R_t_i[0]\n",
    "text_scores = R_t_t[0]\n",
    "save_image_vis(URL, image_scores)\n",
    "orig_image = Image.open(model_lrp.image_file_path)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "axs[0].imshow(orig_image);\n",
    "axs[0].axis('off');\n",
    "axs[0].set_title('original');\n",
    "\n",
    "masked_image = Image.open('lxmert/lxmert/experiments/paper/new.jpg')\n",
    "axs[1].imshow(masked_image);\n",
    "axs[1].axis('off');\n",
    "axs[1].set_title('masked');\n",
    "\n",
    "text_scores = (text_scores - text_scores.min()) / (text_scores.max() - text_scores.min())\n",
    "vis_data_records = [visualization.VisualizationDataRecord(text_scores,0,0,0,0,0,model_lrp.question_tokens,1)]\n",
    "visualization.visualize_text(vis_data_records)\n",
    "print(\"ANSWER:\", vqa_answers[model_lrp.output.question_answering_score.argmax()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "worst-luther",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0 (0.00)</b></text></td><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0.00</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 51%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> how                    </font></mark><mark style=\"background-color: hsl(120, 75%, 50%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> many                    </font></mark><mark style=\"background-color: hsl(120, 75%, 75%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> computers                    </font></mark><mark style=\"background-color: hsl(120, 75%, 83%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 84%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANSWER: 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "URL = \"https://vqa.cloudcv.org/media/val2014/COCO_val2014_000000253263.jpg\"\n",
    "\n",
    "question =  'how many computers?'\n",
    "\n",
    "# save image to experiments folder\n",
    "im = Image.open(requests.get(URL, stream=True).raw)\n",
    "im.save('lxmert/lxmert/experiments/paper/online_image.jpg', 'JPEG')\n",
    "URL = 'lxmert/lxmert/experiments/paper/online_image.jpg'\n",
    "\n",
    "R_t_t, R_t_i = lrp.generate_ours((URL, question), use_lrp=False, normalize_self_attention=True, method_name=\"ours\")\n",
    "image_scores = R_t_i[0]\n",
    "text_scores = R_t_t[0]\n",
    "save_image_vis(URL, image_scores)\n",
    "orig_image = Image.open(model_lrp.image_file_path)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "axs[0].imshow(orig_image);\n",
    "axs[0].axis('off');\n",
    "axs[0].set_title('original');\n",
    "\n",
    "masked_image = Image.open('lxmert/lxmert/experiments/paper/new.jpg')\n",
    "axs[1].imshow(masked_image);\n",
    "axs[1].axis('off');\n",
    "axs[1].set_title('masked');\n",
    "\n",
    "text_scores = (text_scores - text_scores.min()) / (text_scores.max() - text_scores.min())\n",
    "vis_data_records = [visualization.VisualizationDataRecord(text_scores,0,0,0,0,0,model_lrp.question_tokens,1)]\n",
    "visualization.visualize_text(vis_data_records)\n",
    "print(\"ANSWER:\", vqa_answers[model_lrp.output.question_answering_score.argmax()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "dangerous-scotland",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0 (0.00)</b></text></td><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0.00</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 62%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> what                    </font></mark><mark style=\"background-color: hsl(120, 75%, 93%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 91%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 50%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> computer                    </font></mark><mark style=\"background-color: hsl(120, 75%, 83%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> on                    </font></mark><mark style=\"background-color: hsl(120, 75%, 91%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 91%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANSWER: desk\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "URL = \"https://vqa.cloudcv.org/media/val2014/COCO_val2014_000000253263.jpg\"\n",
    "\n",
    "question =  'what is the computer on?'\n",
    "\n",
    "# save image to experiments folder\n",
    "im = Image.open(requests.get(URL, stream=True).raw)\n",
    "im.save('lxmert/lxmert/experiments/paper/online_image.jpg', 'JPEG')\n",
    "URL = 'lxmert/lxmert/experiments/paper/online_image.jpg'\n",
    "\n",
    "R_t_t, R_t_i = lrp.generate_ours((URL, question), use_lrp=False, normalize_self_attention=True, method_name=\"ours\")\n",
    "image_scores = R_t_i[0]\n",
    "text_scores = R_t_t[0]\n",
    "save_image_vis(URL, image_scores)\n",
    "orig_image = Image.open(model_lrp.image_file_path)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "axs[0].imshow(orig_image);\n",
    "axs[0].axis('off');\n",
    "axs[0].set_title('original');\n",
    "\n",
    "masked_image = Image.open('lxmert/lxmert/experiments/paper/new.jpg')\n",
    "axs[1].imshow(masked_image);\n",
    "axs[1].axis('off');\n",
    "axs[1].set_title('masked');\n",
    "\n",
    "text_scores = (text_scores - text_scores.min()) / (text_scores.max() - text_scores.min())\n",
    "vis_data_records = [visualization.VisualizationDataRecord(text_scores,0,0,0,0,0,model_lrp.question_tokens,1)]\n",
    "visualization.visualize_text(vis_data_records)\n",
    "print(\"ANSWER:\", vqa_answers[model_lrp.output.question_answering_score.argmax()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "center-massachusetts",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0 (0.00)</b></text></td><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0.00</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 58%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> where                    </font></mark><mark style=\"background-color: hsl(120, 75%, 91%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 89%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 89%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> cal                    </font></mark><mark style=\"background-color: hsl(120, 75%, 50%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ##ander                    </font></mark><mark style=\"background-color: hsl(120, 75%, 88%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 89%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"
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       "<IPython.core.display.HTML object>"
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     "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANSWER: on wall\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "URL = \"https://vqa.cloudcv.org/media/val2014/COCO_val2014_000000253263.jpg\"\n",
    "\n",
    "question =  'where is the calander?'\n",
    "\n",
    "# save image to experiments folder\n",
    "im = Image.open(requests.get(URL, stream=True).raw)\n",
    "im.save('lxmert/lxmert/experiments/paper/online_image.jpg', 'JPEG')\n",
    "URL = 'lxmert/lxmert/experiments/paper/online_image.jpg'\n",
    "\n",
    "R_t_t, R_t_i = lrp.generate_ours((URL, question), use_lrp=False, normalize_self_attention=True, method_name=\"ours\")\n",
    "image_scores = R_t_i[0]\n",
    "text_scores = R_t_t[0]\n",
    "save_image_vis(URL, image_scores)\n",
    "orig_image = Image.open(model_lrp.image_file_path)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "axs[0].imshow(orig_image);\n",
    "axs[0].axis('off');\n",
    "axs[0].set_title('original');\n",
    "\n",
    "masked_image = Image.open('lxmert/lxmert/experiments/paper/new.jpg')\n",
    "axs[1].imshow(masked_image);\n",
    "axs[1].axis('off');\n",
    "axs[1].set_title('masked');\n",
    "\n",
    "text_scores = (text_scores - text_scores.min()) / (text_scores.max() - text_scores.min())\n",
    "vis_data_records = [visualization.VisualizationDataRecord(text_scores,0,0,0,0,0,model_lrp.question_tokens,1)]\n",
    "visualization.visualize_text(vis_data_records)\n",
    "print(\"ANSWER:\", vqa_answers[model_lrp.output.question_answering_score.argmax()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "outstanding-investor",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table width: 100%><div style=\"border-top: 1px solid; margin-top: 5px;             padding-top: 5px; display: inline-block\"><b>Legend: </b><span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 60%)\"></span> Negative  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(0, 75%, 100%)\"></span> Neutral  <span style=\"display: inline-block; width: 10px; height: 10px;                 border: 1px solid; background-color:                 hsl(120, 75%, 50%)\"></span> Positive  </div><tr><th>True Label</th><th>Predicted Label</th><th>Attribution Label</th><th>Attribution Score</th><th>Word Importance</th><tr><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0 (0.00)</b></text></td><td><text style=\"padding-right:2em\"><b>0</b></text></td><td><text style=\"padding-right:2em\"><b>0.00</b></text></td><td><mark style=\"background-color: hsl(0, 75%, 100%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [CLS]                    </font></mark><mark style=\"background-color: hsl(120, 75%, 60%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> what                    </font></mark><mark style=\"background-color: hsl(120, 75%, 74%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> is                    </font></mark><mark style=\"background-color: hsl(120, 75%, 72%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> on                    </font></mark><mark style=\"background-color: hsl(120, 75%, 81%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> the                    </font></mark><mark style=\"background-color: hsl(120, 75%, 50%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> desk                    </font></mark><mark style=\"background-color: hsl(120, 75%, 82%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> ?                    </font></mark><mark style=\"background-color: hsl(120, 75%, 82%); opacity:1.0;                     line-height:1.75\"><font color=\"black\"> [SEP]                    </font></mark></td><tr></table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ANSWER: computers\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "URL = \"https://vqa.cloudcv.org/media/val2014/COCO_val2014_000000253263.jpg\"\n",
    "\n",
    "question =  'what is on the desk?'\n",
    "\n",
    "# save image to experiments folder\n",
    "im = Image.open(requests.get(URL, stream=True).raw)\n",
    "im.save('lxmert/lxmert/experiments/paper/online_image.jpg', 'JPEG')\n",
    "URL = 'lxmert/lxmert/experiments/paper/online_image.jpg'\n",
    "\n",
    "R_t_t, R_t_i = lrp.generate_ours((URL, question), use_lrp=False, normalize_self_attention=True, method_name=\"ours\")\n",
    "image_scores = R_t_i[0]\n",
    "text_scores = R_t_t[0]\n",
    "save_image_vis(URL, image_scores)\n",
    "orig_image = Image.open(model_lrp.image_file_path)\n",
    "\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "axs[0].imshow(orig_image);\n",
    "axs[0].axis('off');\n",
    "axs[0].set_title('original');\n",
    "\n",
    "masked_image = Image.open('lxmert/lxmert/experiments/paper/new.jpg')\n",
    "axs[1].imshow(masked_image);\n",
    "axs[1].axis('off');\n",
    "axs[1].set_title('masked');\n",
    "\n",
    "text_scores = (text_scores - text_scores.min()) / (text_scores.max() - text_scores.min())\n",
    "vis_data_records = [visualization.VisualizationDataRecord(text_scores,0,0,0,0,0,model_lrp.question_tokens,1)]\n",
    "visualization.visualize_text(vis_data_records)\n",
    "print(\"ANSWER:\", vqa_answers[model_lrp.output.question_answering_score.argmax()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "isolated-valuable",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:torch]",
   "language": "python",
   "name": "conda-env-torch-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
